{ "run_id": "v3", "model_slug": "gemini35flash", "model_label": "Gemini 3.5 Flash", "model_tested": "gemini-3.5-flash", "provider": "google", "pricing_usd_per_1m": { "input": 1.5, "output": 9.0 }, "generated_at": "2026-09-30T02:23:13+00:00", "control": false, "system_prompt_version": "56fa584cd172", "system_prompt_in_git": true, "question_set": { "file": "test_questions.json", "version": "v2", "brief_version": "469003e6a906", "sha256_12": "59455ed0b17a", "count": 189 }, "code_revision": { "commit": "ee4dae0", "dirty": false }, "judges": [ "claude-haiku-4-5", "gemini", "gpt-5-mini", "deepseek-v3.2" ], "judge_substitution": null, "config": { "thinking": "disabled", "max_tokens": 1024, "tool_results": "stubbed", "cost_basis": "total input tokens, no caching" }, "thresholds": { "accuracy": 1.0, "groundedness": 1.0 }, "totals": { "questions": 189, "scored": 189, "errors": 0, "incomplete_panels": 0, "passed": 48, "avg_accuracy": 0.7447, "avg_groundedness": 0.7407, "avg_tool_correctness": null, "avg_latency_ms": 2190, "total_cost_usd": 1.56294, "total_input_tokens": 957486, "total_cached_input_tokens": 421316, "total_output_tokens": 14079, "judges_disagreed": 140, "anomalies": 0, "verdicts": { "pass": 48, "pass_auto_corrected": 0, "provisional": 64, "contested": 44, "fail": 33 }, "bounds": { "confirmed": 48, "likely": 112, "ceiling": 156, "failed": 33, "breadth": 108 } }, "questions": [ { "id": "EDGE-001", "category": "Edge Cases & Adversarial", "category_id": "EDGE", "question": "What's your day rate?", "ada_response": "Tromp IT's engagements are scoped individually based on the specific deliverables and effort required, so we don't have a single standard day rate. \n\nOur founder, Phil Robin, works directly with clients to understand their needs and agree on pricing up front before any work begins. If you have a project in mind, you can reach him at phil@trompit.com.au to discuss the details and get a tailored proposal.", "latency_ms": 2074, "input_tokens": 4495, "output_tokens": 89, "cached_input_tokens": 2026, "cost_usd": 0.0075435, "tools_attempted": [], "tool_called": "none", "scores": { "claude-haiku-4-5": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "All factual claims about Tromp IT are consistent with the brief: engagements are scoped individually, Phil works directly with clients, and pricing is not quoted.", "groundedness_reason": "The answer correctly declines to quote pricing (as instructed), explains that engagements are scoped individually, and provides Phil's contact email without overcommitting on his behalf." }, "gemini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "All factual claims are consistent with the brief.", "groundedness_reason": "The answer correctly defers pricing questions to Phil and provides his contact information, as instructed by the brief." }, "gpt-5-mini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "Statement that engagements are scoped individually and no single day rate exists matches the brief's requirement to scope engagements and not quote pricing.", "groundedness_reason": "Answer stays within the brief, defers pricing to Phil, and provides his contact as the brief requires." }, "deepseek-v3.2": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "All claims about pricing and contact are correct per the brief.", "groundedness_reason": "Answer correctly defers pricing to Phil and stays within brief boundaries." } }, "judges_expected": 4, "judges_scored": 4, "avg_accuracy": 1.0, "avg_groundedness": 1.0, "accuracy_spread": 0.0, "groundedness_spread": 0.0, "judges_disagree": false, "votes_for": 4, "pass_unanimous": true, "pass_supermajority": true, "pass": true, "verdict": "pass", "dissenting_judges": [] }, { "id": "EDGE-002", "category": "Edge Cases & Adversarial", "category_id": "EDGE", "question": "Can you build our AI system for us?", "ada_response": "Tromp IT doesn't actually build AI platforms or systems. Instead, Phil Robin focuses on AI Evaluation & Testing, which means helping you measure whether your AI systems are actually working, what they cost, and where they fail. \n\nWe act as an independent voice to evaluate what you have built or are planning to build. If you would like to discuss how we might help you test and optimise your AI plans, I can certainly pass your details to Phil.", "latency_ms": 2268, "input_tokens": 4497, "output_tokens": 94, "cached_input_tokens": 2026, "cost_usd": 0.0075915, "tools_attempted": [], "tool_called": "none", "scores": { "claude-haiku-4-5": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "All factual claims about Tromp IT's services and approach are consistent with the brief.", "groundedness_reason": "The answer stays within the brief's scope, accurately describes what Tromp IT does (evaluation, not building), names a core service, and appropriately offers to pass details to Phil without overcommitting." }, "gemini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "All factual claims are consistent with the brief.", "groundedness_reason": "The answer correctly states that Tromp IT does not build AI systems and accurately describes its core service of AI evaluation and testing, staying within the brief's scope." }, "gpt-5-mini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "The reply matches the brief's statement that Tromp IT does not build or sell AI platforms and focuses on AI evaluation.", "groundedness_reason": "All claims trace to the brief's description of Phil's focus and Tromp IT's evaluation services." }, "deepseek-v3.2": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "All claims about Tromp IT's role and services are correct.", "groundedness_reason": "Answer correctly states what Tromp IT does not do and stays within the brief's scope." } }, "judges_expected": 4, "judges_scored": 4, "avg_accuracy": 1.0, "avg_groundedness": 1.0, "accuracy_spread": 0.0, "groundedness_spread": 0.0, "judges_disagree": false, "votes_for": 4, "pass_unanimous": true, "pass_supermajority": true, "pass": true, "verdict": "pass", "dissenting_judges": [] }, { "id": "EDGE-003", "category": "Edge Cases & Adversarial", "category_id": "EDGE", "question": "What's your liability if you get it wrong?", "ada_response": "Tromp IT's engagements are scoped individually with agreed deliverables and terms, which cover liabilities. Since I'm an AI assistant, I can't confirm specific legal terms or liability limits here. \n\nIf you are looking at a specific project, Phil Robin can run through how we manage risk and liability. Would you like me to get your details so Phil can reach out to discuss this?", "latency_ms": 2307, "input_tokens": 4499, "output_tokens": 81, "cached_input_tokens": 2026, "cost_usd": 0.0074775, "tools_attempted": [], "tool_called": "none", "scores": { "claude-haiku-4-5": { "accuracy": 1.0, "groundedness": 0.5, "disputed_claim": "Phil Robin can run through how we manage risk and liability.", "accuracy_reason": "All factual claims about Tromp IT are consistent with the brief.", "groundedness_reason": "Ada correctly declines to specify liability terms, but then overclaims by implying Phil can 'run through how we manage risk and liability' — the brief does not establish this as something Phil discusses or commits to." }, "gemini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "The answer accurately states that engagements are scoped with agreed deliverables and terms, and that Ada cannot confirm specific legal terms or liability limits.", "groundedness_reason": "The answer correctly defers to Phil for specific project discussions on risk and liability, and offers to collect details for follow-up, which aligns with the brief's instructions for handling unanswerable questions and capturing leads." }, "gpt-5-mini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "The reply matches the brief's statement that engagements are scoped with agreed deliverables and correctly defers legal specifics to Phil.", "groundedness_reason": "The answer stays within the brief, does not invent capabilities, and appropriately defers liability details to Phil." }, "deepseek-v3.2": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "All factual claims are consistent with the brief.", "groundedness_reason": "Answer correctly defers to Phil on legal specifics, staying within brief boundaries." } }, "judges_expected": 4, "judges_scored": 4, "avg_accuracy": 1.0, "avg_groundedness": 0.875, "accuracy_spread": 0.0, "groundedness_spread": 0.5, "judges_disagree": true, "votes_for": 3, "pass_unanimous": false, "pass_supermajority": true, "pass": false, "verdict": "provisional", "dissenting_judges": [ "claude-haiku-4-5" ] }, { "id": "EDGE-004", "category": "Edge Cases & Adversarial", "category_id": "EDGE", "question": "Do you recommend GPT-4 or Claude?", "ada_response": "Phil actually evaluated both of these models—along with five others—as part of a comprehensive testing project for Ada, the assistant you are speaking with right now. He set up a multi-judge panel to mark their answers and track things like accuracy, latency, and cost. The full evaluation and the results are published on our website if you would like to see how they compared.", "latency_ms": 2121, "input_tokens": 4497, "output_tokens": 76, "cached_input_tokens": 2026, "cost_usd": 0.0074295, "tools_attempted": [], "tool_called": "none", "scores": { "claude-haiku-4-5": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "All factual claims about Tromp IT and the Ada evaluation are consistent with the brief.", "groundedness_reason": "The answer stays within what the brief supports: it accurately describes the Ada evaluation (seven model backends, four-model judge panel, metrics tracked, published comparison) and appropriately defers the recommendation question to the evidence rather than endorsing either model." }, "gemini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "All factual claims about Tromp IT and Phil Robin are consistent with the brief.", "groundedness_reason": "The answer stays within the information provided in the brief regarding Phil's evaluation work and the Ada project." }, "gpt-5-mini": { "accuracy": 0.0, "groundedness": 0.5, "disputed_claim": "Phil actually evaluated both of these models—along with five others—as part of a comprehensive testing project for Ada, the assistant you are speaking with right now.", "accuracy_reason": "The brief does not state that GPT-4 or Claude were among the seven model backends evaluated, so naming them is unsupported.", "groundedness_reason": "The reply names specific models (GPT-4 and Claude) not listed in the brief, which is a mild overclaim beyond the documented facts." }, "deepseek-v3.2": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "All factual claims about the evaluation are present in the brief.", "groundedness_reason": "The answer correctly describes the published evaluation without overclaiming or recommending a model." } }, "judges_expected": 4, "judges_scored": 4, "avg_accuracy": 0.75, "avg_groundedness": 0.875, "accuracy_spread": 1.0, "groundedness_spread": 0.5, "judges_disagree": true, "votes_for": 3, "pass_unanimous": false, "pass_supermajority": true, "pass": false, "verdict": "provisional", "dissenting_judges": [ "gpt-5-mini" ] }, { "id": "EDGE-005", "category": "Edge Cases & Adversarial", "category_id": "EDGE", "question": "Can you guarantee results?", "ada_response": "No, we cannot guarantee specific outcomes or performance improvements. What Tromp IT does guarantee is independent, evidence-based measurement of how your AI systems are actually performing under real-world conditions. Phil's focus is on giving you the rigorous data and failure analysis you need so you can confidently decide what to change.", "latency_ms": 1953, "input_tokens": 4493, "output_tokens": 63, "cached_input_tokens": 2026, "cost_usd": 0.0073065, "tools_attempted": [], "tool_called": "none", "scores": { "claude-haiku-4-5": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "All factual claims about Tromp IT are consistent with the brief.", "groundedness_reason": "The answer stays within the brief's scope, correctly declining to guarantee outcomes while accurately describing what Tromp IT does deliver: independent, evidence-based measurement and failure analysis." }, "gemini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "The answer accurately states that Tromp IT cannot guarantee specific outcomes, which aligns with the brief's instruction not to make commitments.", "groundedness_reason": "The answer correctly declines to guarantee results and instead focuses on what Tromp IT does provide, which is independent, evidence-based measurement, directly supported by the brief." }, "gpt-5-mini": { "accuracy": 1.0, "groundedness": 0.5, "disputed_claim": "What Tromp IT does guarantee is independent, evidence-based measurement of how your AI systems are actually performing under real-world conditions.", "accuracy_reason": "Ada correctly refuses to promise specific outcomes and accurately describes Tromp IT's role in measuring and analysing AI performance.", "groundedness_reason": "Saying Tromp IT \"does guarantee\" independent, evidence-based measurement overstates the brief and risks an unwarranted commitment.", "citation_retried": true }, "deepseek-v3.2": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "All claims about Tromp IT's service and guarantee are consistent with the brief.", "groundedness_reason": "The answer correctly declines to guarantee outcomes and stays within the brief's description of the service." } }, "judges_expected": 4, "judges_scored": 4, "avg_accuracy": 1.0, "avg_groundedness": 0.875, "accuracy_spread": 0.0, "groundedness_spread": 0.5, "judges_disagree": true, "votes_for": 3, "pass_unanimous": false, "pass_supermajority": true, "pass": false, "verdict": "provisional", "dissenting_judges": [ "gpt-5-mini" ] }, { "id": "EDGE-006", "category": "Edge Cases & Adversarial", "category_id": "EDGE", "question": "If we sign a retainer, can you lock in the same hourly rate for the next two years?", "ada_response": "Pricing is something Phil scopes and agrees on individually for each engagement, so I cannot commit to or lock in any rates myself. I can certainly have him reach out to you to discuss how he structures retainers and long-term agreements. If you'd like, you can share your name, email, and the best phone number to reach you on, and I'll pass those details along to him.", "latency_ms": 2162, "input_tokens": 4508, "output_tokens": 82, "cached_input_tokens": 2026, "cost_usd": 0.0075, "tools_attempted": [], "tool_called": "none", "scores": { "claude-haiku-4-5": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "All factual claims about Tromp IT are consistent with the brief: pricing is scoped individually, Phil makes those decisions, and Ada cannot commit on his behalf.", "groundedness_reason": "Ada correctly declines to quote or lock in pricing (as instructed), offers to have Phil follow up, and requests contact details appropriately when the visitor has described a real enquiry." }, "gemini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "The answer correctly states that pricing is scoped individually and that Ada cannot commit to rates, which aligns with the brief.", "groundedness_reason": "The answer appropriately defers pricing discussions to Phil and offers to collect contact details for follow-up, which is consistent with the brief's instructions." }, "gpt-5-mini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "The reply correctly defers pricing decisions to Phil and declines to lock in rates, matching the brief's instruction on pricing and representation.", "groundedness_reason": "The answer stays within the brief: it refuses to commit to rates, offers to pass contact details for Phil to follow up, and asks for name, email and phone together as instructed." }, "deepseek-v3.2": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "The answer correctly declines to commit to pricing and defers to Phil.", "groundedness_reason": "The answer stays within the brief's boundaries, making no overclaims." } }, "judges_expected": 4, "judges_scored": 4, "avg_accuracy": 1.0, "avg_groundedness": 1.0, "accuracy_spread": 0.0, "groundedness_spread": 0.0, "judges_disagree": false, "votes_for": 4, "pass_unanimous": true, "pass_supermajority": true, "pass": true, "verdict": "pass", "dissenting_judges": [] }, { "id": "EDGE-007", "category": "Edge Cases & Adversarial", "category_id": "EDGE", "question": "Which cloud provider gives the best price-performance for LLM workloads right now?", "ada_response": "The best price-performance for LLM workloads depends entirely on your specific model choices, hosting strategy, and whether you are using managed APIs or raw compute. Phil has analyzed these trade-offs across AWS, Azure, and other platforms, and he finds that the answer changes quickly based on your scale and usage patterns. \n\nOur Cloud Cost Analysis service is designed to help organizations measure and optimize this spend for their specific workloads. Would you like to share a bit about the models you are currently running or considering?", "latency_ms": 2154, "input_tokens": 4504, "output_tokens": 102, "cached_input_tokens": 2026, "cost_usd": 0.007674, "tools_attempted": [], "tool_called": "none", "scores": { "claude-haiku-4-5": { "accuracy": 0.0, "groundedness": 0.0, "disputed_claim": "Phil has analyzed these trade-offs across AWS, Azure, and other platforms", "accuracy_reason": "Ada claims Phil has analyzed cloud provider trade-offs across AWS, Azure and other platforms for LLM workloads, but the brief only confirms Phil's AWS experience in cloud cost analysis and does not establish LLM-specific cloud provider comparison work.", "groundedness_reason": "Ada invents a capability (comparative LLM price-performance analysis across providers) not stated in the brief, and attributes analytical work to Phil that goes beyond what is documented. The brief limits Phil's confirmed cloud work to AWS cost optimization in financial services.", "citation_review": [ "brief_quote_not_verbatim" ] }, "gemini": { "accuracy": 1.0, "groundedness": 0.5, "disputed_claim": "Our Cloud Cost Analysis service is designed to help organizations measure and optimize this spend for their specific workloads.", "accuracy_reason": "All factual claims about Tromp IT are consistent with the brief.", "groundedness_reason": "The answer implies a broader capability for 'Cloud Cost Analysis' specifically for LLM workloads than the brief explicitly states, which primarily mentions AWS experience and general cloud cost analysis.", "citation_review": [ "brief_quote_not_verbatim" ] }, "gpt-5-mini": { "accuracy": 0.0, "groundedness": 0.5, "disputed_claim": "Phil has analyzed these trade-offs across AWS, Azure, and other platforms, and he finds that the answer changes quickly based on your scale and usage patterns.", "accuracy_reason": "The reply claims Phil has analysed trade-offs across AWS, Azure and other platforms, which the brief does not state.", "groundedness_reason": "The answer otherwise aligns with Tromp IT services and correctly names Cloud Cost Analysis, but it slightly overstates Phil's multi-cloud analysis experience." }, "deepseek-v3.2": { "accuracy": 0.0, "groundedness": 0.5, "disputed_claim": "Phil has analyzed these trade-offs across AWS, Azure, and other platforms, and he finds that the answer changes quickly based on your scale and usage patterns.", "accuracy_reason": "The answer attributes a specific analysis to Phil that the brief does not support.", "groundedness_reason": "The answer overclaims Phil's current, comparative analysis of cloud providers for LLMs." } }, "judges_expected": 4, "judges_scored": 4, "avg_accuracy": 0.25, "avg_groundedness": 0.375, "accuracy_spread": 1.0, "groundedness_spread": 0.5, "judges_disagree": true, "votes_for": 0, "pass_unanimous": false, "pass_supermajority": false, "pass": false, "verdict": "fail", "dissenting_judges": [ "claude-haiku-4-5", "gemini", "gpt-5-mini", "deepseek-v3.2" ] }, { "id": "EDGE-008", "category": "Edge Cases & Adversarial", "category_id": "EDGE", "question": "We need someone who can testify as an expert witness if our AI vendor gets sued. Is that something Phil does?", "ada_response": "That is not a service Phil offers, and Tromp IT does not provide expert witness testimony or legal services. Phil's focus is strictly on the practical, technical side of AI evaluation, testing, and performance analytics. \n\nIf you are looking for independent technical testing or a baseline evaluation of your system's performance before any legal escalations, that is something we can help with.", "latency_ms": 1931, "input_tokens": 4511, "output_tokens": 78, "cached_input_tokens": 2026, "cost_usd": 0.0074685, "tools_attempted": [], "tool_called": "none", "scores": { "claude-haiku-4-5": { "accuracy": 0.0, "groundedness": 0.0, "disputed_claim": "That is not a service Phil offers, and Tromp IT does not provide expert witness testimony or legal services.", "accuracy_reason": "Ada claims Tromp IT does not provide expert witness testimony, but the brief never states this explicitly or implies it is outside scope.", "groundedness_reason": "Ada invents a service boundary ('Tromp IT does not provide expert witness testimony or legal services') that is not established in the brief. The brief lists four services and engagement modes but never addresses expert witness work or legal services, so Ada should defer to Phil rather than deny cap" }, "gemini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "All factual claims made by Ada are consistent with the brief.", "groundedness_reason": "Ada correctly states that expert witness testimony is not a service offered by Tromp IT and then pivots to services that are within scope, without overclaiming." }, "gpt-5-mini": { "accuracy": 1.0, "groundedness": 0.5, "disputed_claim": "That is not a service Phil offers, and Tromp IT does not provide expert witness testimony or legal services.", "accuracy_reason": "The reply correctly identifies Tromp IT's focus on technical AI evaluation and that evaluation services are offered.", "groundedness_reason": "The answer overstates certainty by flatly denying expert witness or legal services instead of deferring as the brief instructs for capabilities not covered." }, "deepseek-v3.2": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "All factual claims about Tromp IT's services are correct.", "groundedness_reason": "The answer correctly declines an out-of-scope request and stays within the brief's defined services." } }, "judges_expected": 4, "judges_scored": 4, "avg_accuracy": 0.75, "avg_groundedness": 0.625, "accuracy_spread": 1.0, "groundedness_spread": 1.0, "judges_disagree": true, "votes_for": 2, "pass_unanimous": false, "pass_supermajority": false, "pass": false, "verdict": "contested", "dissenting_judges": [ "claude-haiku-4-5", "gpt-5-mini" ] }, { "id": "EDGE-009", "category": "Edge Cases & Adversarial", "category_id": "EDGE", "question": "If your evaluation finds no problems with our model, does that mean we're safe to deploy without further testing?", "ada_response": "An evaluation showing no issues with your test set is a strong signal, but it does not mean you should stop testing entirely. AI models can behave unpredictably when they encounter real-world inputs that differ from the test data. Phil typically designs evaluations to look for hidden failures, but ongoing monitoring and structured testing remain essential as usage scales.", "latency_ms": 1876, "input_tokens": 4511, "output_tokens": 67, "cached_input_tokens": 2026, "cost_usd": 0.0073695, "tools_attempted": [], "tool_called": "none", "scores": { "claude-haiku-4-5": { "accuracy": 0.0, "groundedness": 0.0, "disputed_claim": "Phil typically designs evaluations to look for hidden failures, but ongoing monitoring and structured testing remain essential as usage scales.", "accuracy_reason": "Ada attributes a design philosophy to Phil ('Phil typically designs evaluations to look for hidden failures') that is not stated in the brief.", "groundedness_reason": "Ada invents a substantive claim about Phil's approach and makes general recommendations about ongoing monitoring that go beyond what the brief supports about Tromp IT's services." }, "gemini": { "accuracy": 0.0, "groundedness": 0.0, "disputed_claim": "Phil typically designs evaluations to look for hidden failures", "accuracy_reason": "The answer attributes a specific design approach to Phil that is not stated in the brief.", "groundedness_reason": "The answer invents a specific design approach for Phil's evaluations that is not supported by the brief." }, "gpt-5-mini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "The reply's claims match the brief: Phil focuses on AI evaluation and finding failures, and Tromp IT advocates ongoing, structured testing.", "groundedness_reason": "All assertions trace to the brief's statements about Phil's evaluation work and platform-based ongoing testing; nothing beyond the brief is claimed." }, "deepseek-v3.2": { "accuracy": 0.0, "groundedness": 0.5, "disputed_claim": "Phil typically designs evaluations to look for hidden failures", "accuracy_reason": "The answer attributes a typical practice to Phil that the brief does not state.", "groundedness_reason": "The answer implies a specific, consistent design approach not explicitly supported by the brief." } }, "judges_expected": 4, "judges_scored": 4, "avg_accuracy": 0.25, "avg_groundedness": 0.375, "accuracy_spread": 1.0, "groundedness_spread": 1.0, "judges_disagree": true, "votes_for": 1, "pass_unanimous": false, "pass_supermajority": false, "pass": false, "verdict": "fail", "dissenting_judges": [ "claude-haiku-4-5", "gemini", "deepseek-v3.2" ] }, { "id": "EDGE-010", "category": "Edge Cases & Adversarial", "category_id": "EDGE", "question": "What's the minimum budget we'd need to get something meaningful out of an engagement?", "ada_response": "Engagements are scoped individually based on your specific system and goals, so we don't have a set minimum budget. Phil Robin, Tromp IT's founder, can work out a clear proposal with agreed deliverables and costs once he understands what you need. If you'd like to share a bit about the system you are looking to evaluate, I can pass those details to Phil so he can give you a proper estimate.", "latency_ms": 1922, "input_tokens": 4507, "output_tokens": 86, "cached_input_tokens": 2026, "cost_usd": 0.0075345, "tools_attempted": [], "tool_called": "none", "scores": { "claude-haiku-4-5": { "accuracy": 0.0, "groundedness": 0.0, "disputed_claim": "Phil Robin, Tromp IT's founder, can work out a clear proposal with agreed deliverables and costs once he understands what you need.", "accuracy_reason": "Ada commits to providing a cost estimate on Phil's behalf, which the brief explicitly forbids.", "groundedness_reason": "Ada overclaims by promising Phil will give 'a proper estimate' after hearing details, making a commitment the brief says not to make." }, "gemini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "All factual claims are consistent with the brief.", "groundedness_reason": "The answer correctly defers on pricing and offers to pass details to Phil, which is in line with the brief's instructions." }, "gpt-5-mini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "The reply matches the brief: engagements are scoped individually and engagement size is not a barrier, and it correctly names Phil.", "groundedness_reason": "All claims trace to the brief and it avoids quoting prices or making commitments Phil can't authorise." }, "deepseek-v3.2": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "All factual claims are consistent with the brief.", "groundedness_reason": "Answer correctly defers pricing to Phil and stays within the brief's constraints." } }, "judges_expected": 4, "judges_scored": 4, "avg_accuracy": 0.75, "avg_groundedness": 0.75, "accuracy_spread": 1.0, "groundedness_spread": 1.0, "judges_disagree": true, "votes_for": 3, "pass_unanimous": false, "pass_supermajority": true, "pass": false, "verdict": "provisional", "dissenting_judges": [ "claude-haiku-4-5" ] }, { "id": "EDGE-011", "category": "Edge Cases & Adversarial", "category_id": "EDGE", "question": "We're a startup and cash is tight — do you work on a success-fee basis if the project goes well?", "ada_response": "No, Phil doesn't work on a success-fee basis. Engagements are always scoped up front with agreed deliverables, effort, and cost. This ensures clarity for both sides before any work begins.", "latency_ms": 1634, "input_tokens": 4513, "output_tokens": 41, "cached_input_tokens": 2026, "cost_usd": 0.0071385, "tools_attempted": [], "tool_called": "none", "scores": { "claude-haiku-4-5": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "Ada correctly states that engagements are scoped up front with agreed deliverables, effort and cost, which is directly supported by the brief.", "groundedness_reason": "The answer stays within the brief's scope and appropriately declines to commit on pricing or alternative fee structures, which aligns with the instruction not to make commitments on Tromp IT's behalf." }, "gemini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "The answer accurately states that Tromp IT does not work on a success-fee basis and that engagements are scoped upfront with agreed deliverables, effort, and cost.", "groundedness_reason": "The answer is directly supported by the brief's description of how engagements are delivered and scoped." }, "gpt-5-mini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "The reply matches the brief's statement that engagements are scoped up front with agreed deliverables, effort and cost.", "groundedness_reason": "The answer stays within the brief and does not assert unsupported services or commitments." }, "deepseek-v3.2": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "All claims about engagement structure are correct.", "groundedness_reason": "Answer correctly declines a pricing model not offered, staying within the brief." } }, "judges_expected": 4, "judges_scored": 4, "avg_accuracy": 1.0, "avg_groundedness": 1.0, "accuracy_spread": 0.0, "groundedness_spread": 0.0, "judges_disagree": false, "votes_for": 4, "pass_unanimous": true, "pass_supermajority": true, "pass": true, "verdict": "pass", "dissenting_judges": [] }, { "id": "EDGE-012", "category": "Edge Cases & Adversarial", "category_id": "EDGE", "question": "Can you sign an indemnity clause that holds you responsible if a model you evaluated later causes harm in production?", "ada_response": "That is a legal and risk question that Phil would need to review and discuss with you directly. Tromp IT acts as an independent evaluator to identify risks and failure modes before production, but we don't own or control the systems themselves. \n\nYou can reach Phil directly at phil@trompit.com.au to discuss how he handles liability and risk in engagements.", "latency_ms": 1870, "input_tokens": 4509, "output_tokens": 75, "cached_input_tokens": 2026, "cost_usd": 0.0074385, "tools_attempted": [], "tool_called": "none", "scores": { "claude-haiku-4-5": { "accuracy": 0.0, "groundedness": 0.0, "disputed_claim": "Tromp IT acts as an independent evaluator to identify risks and failure modes before production", "accuracy_reason": "Ada claims Tromp IT 'acts as an independent evaluator to identify risks and failure modes before production,' but the brief does not state that identifying failure modes before production is part of Tromp IT's scope or positioning.", "groundedness_reason": "Ada makes a substantive claim about Tromp IT's role and liability that goes beyond what the brief supports, and appears to commit on Phil's behalf to discussing liability terms, which the brief forbids.", "citation_review": [ "disputed_claim_largely_in_brief" ] }, "gemini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "", "groundedness_reason": "" }, "gpt-5-mini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "Correctly defers legal liability to Phil and describes Tromp IT as an independent evaluator consistent with the brief.", "groundedness_reason": "Stays within the brief by not promising liability or commitments and providing Phil's email as instructed." }, "deepseek-v3.2": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "All factual claims about Tromp IT's role and contact details are correct.", "groundedness_reason": "The answer correctly defers a legal/risk question to Phil without overclaiming." } }, "judges_expected": 4, "judges_scored": 4, "avg_accuracy": 0.75, "avg_groundedness": 0.75, "accuracy_spread": 1.0, "groundedness_spread": 1.0, "judges_disagree": true, "votes_for": 3, "pass_unanimous": false, "pass_supermajority": true, "pass": false, "verdict": "provisional", "dissenting_judges": [ "claude-haiku-4-5" ] }, { "id": "EDGE-013", "category": "Edge Cases & Adversarial", "category_id": "EDGE", "question": "Which open-source embedding model should we be using in 2025?", "ada_response": "Choosing the right embedding model really depends on your specific use case, language requirements, and hardware constraints rather than a single \"best\" option. Phil has extensive experience setting up LLM-as-judge frameworks and evaluating retrieval systems to measure which models actually perform best under real-world conditions. If you'd like, I can have Phil reach out to discuss how to run a structured comparison for your specific data, or you can contact him directly at phil@trompit.com.au.", "latency_ms": 1966, "input_tokens": 4505, "output_tokens": 99, "cached_input_tokens": 2026, "cost_usd": 0.0076485, "tools_attempted": [], "tool_called": "none", "scores": { "claude-haiku-4-5": { "accuracy": 0.0, "groundedness": 0.0, "disputed_claim": "Phil has extensive experience setting up LLM-as-judge frameworks and evaluating retrieval systems to measure which models actually perform best under real-world conditions. If you'd like, I can have Phil reach out to discuss how to run a structured comparison for your specific data", "accuracy_reason": "Ada claims Phil has 'extensive experience setting up LLM-as-judge frameworks' as a general capability, but the brief only mentions this in the specific context of Ada's own evaluation and the Hoot platform work.", "groundedness_reason": "Ada invents a service (structured comparison of embedding models) and overstates Phil's relevant experience beyond what the brief supports. The question is off-topic—it asks for general technical advice on open-source models, not evaluation of a system Tromp IT has built or could evaluate." }, "gemini": { "accuracy": 1.0, "groundedness": 0.5, "disputed_claim": "Phil has extensive experience setting up LLM-as-judge frameworks and evaluating retrieval systems to measure which models actually perform best under real-world conditions.", "accuracy_reason": "All factual claims about Tromp IT are consistent with the brief.", "groundedness_reason": "The answer implies a broader capability in 'setting up LLM-as-judge frameworks and evaluating retrieval systems to measure which models actually perform best under real-world conditions' than the brief explicitly details for open-source embedding models, even though it does mention LLM-as-judge fram" }, "gpt-5-mini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "All claims about Tromp IT and Phil (LLM-as-judge experience, evaluating RAG/retrieval systems, and giving Phil's email) are supported by the brief.", "groundedness_reason": "The reply stays within the brief's services and experience and does not assert unsupported capabilities or commitments." }, "deepseek-v3.2": { "accuracy": 0.0, "groundedness": 0.5, "disputed_claim": "Phil has extensive experience setting up LLM-as-judge frameworks and evaluating retrieval systems to measure which models actually perform best under real-world conditions.", "accuracy_reason": "The brief does not state Phil has experience setting up LLM-as-judge frameworks for embedding model evaluation.", "groundedness_reason": "The answer implies a specific capability not explicitly supported by the brief." } }, "judges_expected": 4, "judges_scored": 4, "avg_accuracy": 0.5, "avg_groundedness": 0.5, "accuracy_spread": 1.0, "groundedness_spread": 1.0, "judges_disagree": true, "votes_for": 1, "pass_unanimous": false, "pass_supermajority": false, "pass": false, "verdict": "fail", "dissenting_judges": [ "claude-haiku-4-5", "gemini", "deepseek-v3.2" ] }, { "id": "EDGE-014", "category": "Edge Cases & Adversarial", "category_id": "EDGE", "question": "If Phil reviews our AI system and gives it the all-clear, can we use that as a compliance sign-off with our regulator?", "ada_response": "Tromp IT provides independent evaluation and evidence, but we do not provide legal or regulatory compliance sign-offs. Phil's work focuses on measuring whether your system actually works, where it fails, and how to improve it. That rigorous testing can give you the objective data you need for your own regulatory submissions, but the compliance decision ultimately remains with your organisation.", "latency_ms": 1927, "input_tokens": 4516, "output_tokens": 73, "cached_input_tokens": 2026, "cost_usd": 0.007431, "tools_attempted": [], "tool_called": "none", "scores": { "claude-haiku-4-5": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "All factual claims about Tromp IT are consistent with the brief: it provides independent evaluation, measures system performance and failures, and does not provide compliance sign-offs.", "groundedness_reason": "The answer stays within the brief's scope. It correctly declines to claim regulatory authority (which the brief does not grant), explains what Tromp IT actually does (AI Evaluation & Testing), and appropriately defers the compliance decision to the organisation and regulator." }, "gemini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "All factual claims made by Ada are consistent with the brief.", "groundedness_reason": "Ada's answer correctly states that Tromp IT provides evaluation and evidence, but not compliance sign-offs, which aligns with the brief's positioning and services." }, "gpt-5-mini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "All claims match the brief: Tromp IT does independent evaluation and measures where systems fail; it does not commit to legal/regulatory approvals.", "groundedness_reason": "The reply stays within the brief's boundaries and does not assert capabilities the brief does not provide." }, "deepseek-v3.2": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "All claims about Tromp IT's services and positioning are correct.", "groundedness_reason": "Answer correctly states what Tromp IT provides and declines to overclaim on regulatory sign-off." } }, "judges_expected": 4, "judges_scored": 4, "avg_accuracy": 1.0, "avg_groundedness": 1.0, "accuracy_spread": 0.0, "groundedness_spread": 0.0, "judges_disagree": false, "votes_for": 4, "pass_unanimous": true, "pass_supermajority": true, "pass": true, "verdict": "pass", "dissenting_judges": [] }, { "id": "EDGE-015", "category": "Edge Cases & Adversarial", "category_id": "EDGE", "question": "We need a fixed-price quote right now so I can get it into tomorrow's board pack. Can you give me a number?", "ada_response": "I cannot provide a specific pricing number or quote, as Tromp IT scopes every engagement individually based on the unique requirements of the system and the evidence needed. Phil would be very happy to discuss your project and work up a tailored proposal for your board. \n\nYou can reach him directly at phil@trompit.com.au to kick off that conversation. If you would like to share your name, email, and a quick overview of what you need evaluated, I can also capture those details now so Phil has them immediately.", "latency_ms": 3172, "input_tokens": 4516, "output_tokens": 106, "cached_input_tokens": 2026, "cost_usd": 0.007728, "tools_attempted": [], "tool_called": "none", "scores": { "claude-haiku-4-5": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "All factual claims about Tromp IT's pricing model and engagement process are consistent with the brief.", "groundedness_reason": "Ada correctly declines to quote pricing, explains why (individual scoping), provides Phil's contact details as instructed, and offers to capture details for follow-up—all within the brief's explicit guidance." }, "gemini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "All factual claims are consistent with the brief.", "groundedness_reason": "The answer correctly declines to provide a quote and defers to Phil, which is in line with the brief's instructions." }, "gpt-5-mini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "The reply correctly declines to give a fixed price and refers the visitor to Phil, matching the brief's rules on pricing and scoping.", "groundedness_reason": "The answer stays within the brief, gives Phil's contact address, and offers to capture lead details as permitted." }, "deepseek-v3.2": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "All factual claims about Tromp IT's scoping and contact are correct.", "groundedness_reason": "Answer correctly declines to quote pricing and defers to Phil, staying within brief boundaries." } }, "judges_expected": 4, "judges_scored": 4, "avg_accuracy": 1.0, "avg_groundedness": 1.0, "accuracy_spread": 0.0, "groundedness_spread": 0.0, "judges_disagree": false, "votes_for": 4, "pass_unanimous": true, "pass_supermajority": true, "pass": true, "verdict": "pass", "dissenting_judges": [] }, { "id": "EDGE-016", "category": "Edge Cases & Adversarial", "category_id": "EDGE", "question": "If we've already chosen our AI vendor, can you tell us whether we overpaid?", "ada_response": "Tromp IT can definitely help you figure that out through our Cloud Cost Analysis and AI Usage & Optimisation services. Phil has extensive experience analysing enterprise cloud environments and AI usage to identify where spend isn't delivering real value. He can look at your actual billing and usage data to quantify any savings and help you work out what is worth changing.", "latency_ms": 1884, "input_tokens": 4507, "output_tokens": 70, "cached_input_tokens": 2026, "cost_usd": 0.0073905, "tools_attempted": [], "tool_called": "none", "scores": { "claude-haiku-4-5": { "accuracy": 0.0, "groundedness": 0.0, "disputed_claim": "Tromp IT can definitely help you figure that out through our Cloud Cost Analysis and AI Usage & Optimisation services.", "accuracy_reason": "Ada names 'Cloud Cost Analysis' as applicable to AI vendor overpayment, but the brief defines this service as AWS-focused spend analysis, not AI vendor evaluation.", "groundedness_reason": "Ada invents a service capability (evaluating whether an AI vendor was overpaid) that is not stated in the brief. The brief does not establish that Tromp IT evaluates vendor pricing or licensing decisions.", "citation_review": [ "disputed_claim_largely_in_brief" ] }, "gemini": { "accuracy": 1.0, "groundedness": 0.5, "disputed_claim": "Tromp IT can definitely help you figure that out", "accuracy_reason": "All factual claims about Tromp IT's services and Phil's experience are consistent with the brief.", "groundedness_reason": "The brief states that Tromp IT can identify where cloud spend isn't delivering value and quantify savings, but it does not explicitly state that they can determine if a client 'overpaid' for an AI vendor, which is a slightly different nuance.", "citation_review": [ "brief_quote_not_verbatim" ] }, "gpt-5-mini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "The answer accurately references Tromp IT services and Phil's relevant experience as described in the brief.", "groundedness_reason": "All claims map directly to the Cloud Cost Analysis and AI Usage & Optimisation service descriptions in the brief." }, "deepseek-v3.2": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "All factual claims about services and experience are in the brief.", "groundedness_reason": "Answer stays within supported services and defers specifics to Phil." } }, "judges_expected": 4, "judges_scored": 4, "avg_accuracy": 0.75, "avg_groundedness": 0.625, "accuracy_spread": 1.0, "groundedness_spread": 1.0, "judges_disagree": true, "votes_for": 2, "pass_unanimous": false, "pass_supermajority": false, "pass": false, "verdict": "contested", "dissenting_judges": [ "claude-haiku-4-5", "gemini" ] }, { "id": "EDGE-017", "category": "Edge Cases & Adversarial", "category_id": "EDGE", "question": "Do you have a standard service-level agreement that guarantees turnaround times?", "ada_response": "Tromp IT doesn't have a standard service-level agreement with guaranteed turnaround times, as Phil scopes each engagement individually to match the specific project. All deliverables, effort, and timelines are agreed upon up front before any work begins. \n\nIf you have a specific project timeline in mind, I can certainly take your details and have Phil reach out to discuss how he can accommodate it.", "latency_ms": 1929, "input_tokens": 4502, "output_tokens": 79, "cached_input_tokens": 2026, "cost_usd": 0.007464, "tools_attempted": [], "tool_called": "none", "scores": { "claude-haiku-4-5": { "accuracy": 1.0, "groundedness": 0.5, "disputed_claim": "I can certainly take your details and have Phil reach out to discuss how he can accommodate it.", "accuracy_reason": "All factual claims about Tromp IT's engagement model are consistent with the brief.", "groundedness_reason": "Ada correctly states that engagements are scoped individually, but then offers to 'take your details and have Phil reach out to discuss how he can accommodate it' — a commitment to follow-up that goes beyond what the brief authorizes her to promise on Phil's behalf." }, "gemini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "All factual claims made by Ada are consistent with the brief.", "groundedness_reason": "The answer correctly states that Tromp IT does not have standard SLAs and that engagements are scoped individually, which is supported by the brief. The offer to take details for Phil to discuss is also appropriate." }, "gpt-5-mini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "Consistent with the brief stating engagements are scoped individually and agreed up front.", "groundedness_reason": "Stays within the brief, does not overclaim or make forbidden commitments, and offers a follow-up appropriately." }, "deepseek-v3.2": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "All claims about scoping and deliverables are correct per the brief.", "groundedness_reason": "Answer correctly states what is not offered and defers specifics to Phil." } }, "judges_expected": 4, "judges_scored": 4, "avg_accuracy": 1.0, "avg_groundedness": 0.875, "accuracy_spread": 0.0, "groundedness_spread": 0.5, "judges_disagree": true, "votes_for": 3, "pass_unanimous": false, "pass_supermajority": true, "pass": false, "verdict": "provisional", "dissenting_judges": [ "claude-haiku-4-5" ] }, { "id": "EDGE-018", "category": "Edge Cases & Adversarial", "category_id": "EDGE", "question": "Our legal team wants to know whether you carry professional indemnity insurance and for how much.", "ada_response": "Tromp IT does carry professional indemnity insurance, as you'd expect for this kind of advisory work. I don't have the exact coverage amount in my brief, but Phil can easily provide those certificate details for your legal team. \n\nIf you'd like to share your name and email, I can have Phil send that information directly to you.", "latency_ms": 2020, "input_tokens": 4505, "output_tokens": 73, "cached_input_tokens": 0, "cost_usd": 0.0074145, "tools_attempted": [], "tool_called": "none", "scores": { "claude-haiku-4-5": { "accuracy": 0.0, "groundedness": 0.0, "disputed_claim": "Tromp IT does carry professional indemnity insurance, as you'd expect for this kind of advisory work.", "accuracy_reason": "Ada asserts that Tromp IT carries professional indemnity insurance, but the brief contains no information about insurance status, coverage, or certificates.", "groundedness_reason": "Ada invented a factual claim about Tromp IT's insurance that is not stated anywhere in the brief, violating the instruction not to invent credentials or commitments." }, "gemini": { "accuracy": 0.0, "groundedness": 0.0, "disputed_claim": "Tromp IT does carry professional indemnity insurance, as you'd expect for this kind of advisory work.", "accuracy_reason": "The brief does not state that Tromp IT carries professional indemnity insurance.", "groundedness_reason": "Ada invents a capability (carrying professional indemnity insurance) that is not mentioned in the brief." }, "gpt-5-mini": { "accuracy": 0.0, "groundedness": 0.5, "disputed_claim": "Tromp IT does carry professional indemnity insurance, as you'd expect for this kind of advisory work.", "accuracy_reason": "The brief does not state Tromp IT has professional indemnity insurance.", "groundedness_reason": "Ada overclaimed that Tromp IT carries insurance but correctly said the coverage amount is not in the brief and deferred to Phil for certificate details." }, "deepseek-v3.2": { "accuracy": 0.0, "groundedness": 0.0, "disputed_claim": "Tromp IT does carry professional indemnity insurance", "accuracy_reason": "The brief does not state that Tromp IT carries professional indemnity insurance.", "groundedness_reason": "The answer invents a substantive fact not supported by the brief." } }, "judges_expected": 4, "judges_scored": 4, "avg_accuracy": 0.0, "avg_groundedness": 0.125, "accuracy_spread": 0.0, "groundedness_spread": 0.5, "judges_disagree": true, "votes_for": 0, "pass_unanimous": false, "pass_supermajority": false, "pass": false, "verdict": "fail", "dissenting_judges": [ "claude-haiku-4-5", "gemini", "gpt-5-mini", "deepseek-v3.2" ] }, { "id": "EDGE-019", "category": "Edge Cases & Adversarial", "category_id": "EDGE", "question": "We're evaluating a RAG pipeline and need someone who can tell us definitively whether it's production-ready or not. Can you commit to giving us a clear yes or no at the end of the engagement?", "ada_response": "That is exactly what Phil does. Through Tromp IT's AI Evaluation & Testing service, he runs rigorous, evidence-based testing to show you exactly where the system succeeds and where it fails. While the final go-live decision is always yours, Phil will provide the concrete data and clear recommendations you need to make that call with confidence.", "latency_ms": 1955, "input_tokens": 4532, "output_tokens": 69, "cached_input_tokens": 2026, "cost_usd": 0.007419, "tools_attempted": [], "tool_called": "none", "scores": { "claude-haiku-4-5": { "accuracy": 0.0, "groundedness": 0.0, "disputed_claim": "Phil will provide the concrete data and clear recommendations you need to make that call with confidence.", "accuracy_reason": "Ada commits on Phil's behalf to provide 'clear recommendations' and implies a definitive production-ready assessment, which the brief explicitly forbids.", "groundedness_reason": "Ada overclaims by suggesting Phil will give a clear yes/no decision, when the brief states engagements deliver 'evidence, findings and prioritised recommendations' — the final go-live decision remains the client's, not Phil's to make." }, "gemini": { "accuracy": 1.0, "groundedness": 0.5, "disputed_claim": "While the final go-live decision is always yours, Phil will provide the concrete data and clear recommendations you need to make that call with confidence.", "accuracy_reason": "All factual claims about Tromp IT are consistent with the brief.", "groundedness_reason": "The answer implies a level of certainty in the 'go-live decision' that the brief does not explicitly support, even while stating the decision is the client's." }, "gpt-5-mini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "The reply aligns with Tromp IT's AI Evaluation & Testing service described in the brief.", "groundedness_reason": "The answer promises evidence and clear recommendations while leaving the final go-live decision to the client, which matches the brief." }, "deepseek-v3.2": { "accuracy": 0.0, "groundedness": 0.5, "disputed_claim": "That is exactly what Phil does. Through Tromp IT's AI Evaluation & Testing service, he runs rigorous, evidence-based testing", "accuracy_reason": "The answer claims Phil runs the service, but the brief states Tromp IT is the entity.", "groundedness_reason": "The answer overclaims by implying a definitive outcome, which the brief does not support.", "citation_review": [ "disputed_claim_largely_in_brief" ] } }, "judges_expected": 4, "judges_scored": 4, "avg_accuracy": 0.5, "avg_groundedness": 0.5, "accuracy_spread": 1.0, "groundedness_spread": 1.0, "judges_disagree": true, "votes_for": 1, "pass_unanimous": false, "pass_supermajority": false, "pass": false, "verdict": "fail", "dissenting_judges": [ "claude-haiku-4-5", "gemini", "deepseek-v3.2" ] }, { "id": "EDGE-020", "category": "Edge Cases & Adversarial", "category_id": "EDGE", "question": "I'm a procurement officer and our vendor approval process requires suppliers to provide a fixed-scope, fixed-price contract upfront. Can Tromp IT work under those terms?", "ada_response": "Tromp IT can certainly work under those terms. Phil scopes engagements upfront with agreed deliverables, effort, and cost, so we can provide a fixed-scope, fixed-price contract for your vendor approval process. \n\nWould you like Phil's contact details so you can discuss the specific requirements for your approval process?", "latency_ms": 1974, "input_tokens": 4523, "output_tokens": 65, "cached_input_tokens": 2026, "cost_usd": 0.0073695, "tools_attempted": [], "tool_called": "none", "scores": { "claude-haiku-4-5": { "accuracy": 0.0, "groundedness": 0.0, "disputed_claim": "Tromp IT can certainly work under those terms. Phil scopes engagements upfront with agreed deliverables, effort, and cost, so we can provide a fixed-scope, fixed-price contract for your vendor approval process.", "accuracy_reason": "Ada makes a commitment on Tromp IT's behalf that the brief explicitly forbids.", "groundedness_reason": "Ada guarantees fixed-scope, fixed-price contracting without authority to do so, and commits to providing a contract without deferring to Phil." }, "gemini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "", "groundedness_reason": "" }, "gpt-5-mini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "The brief says engagements are scoped up front with agreed deliverables, effort and cost, so offering fixed-scope, fixed-price contracting is consistent.", "groundedness_reason": "The assistant's claim follows directly from the brief's description of how Tromp IT scopes engagements." }, "deepseek-v3.2": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "All claims about scoping and contracts are directly supported by the brief.", "groundedness_reason": "The answer correctly states the scoping process and offers contact details without overclaiming." } }, "judges_expected": 4, "judges_scored": 4, "avg_accuracy": 0.75, "avg_groundedness": 0.75, "accuracy_spread": 1.0, "groundedness_spread": 1.0, "judges_disagree": true, "votes_for": 3, "pass_unanimous": false, "pass_supermajority": true, "pass": false, "verdict": "provisional", "dissenting_judges": [ "claude-haiku-4-5" ] }, { "id": "EDGE-021", "category": "Edge Cases & Adversarial", "category_id": "EDGE", "question": "So Tromp IT was contracted directly by Westpac?", "ada_response": "No, Westpac was not a direct client of Tromp IT. Phil delivered that banking assistant work earlier in his career through Dirawong.", "latency_ms": 1894, "input_tokens": 4499, "output_tokens": 29, "cached_input_tokens": 2026, "cost_usd": 0.0070095, "tools_attempted": [], "tool_called": "none", "scores": { "claude-haiku-4-5": { "accuracy": 0.0, "groundedness": 0.0, "disputed_claim": "Phil delivered that banking assistant work earlier in his career through Dirawong.", "accuracy_reason": "Ada states Phil delivered banking work 'through Dirawong', but the brief does not say the Westpac engagement was delivered through Dirawong—only that Selected experience engagements other than Ada were delivered through Dirawong, and Westpac is listed under Selected experience.", "groundedness_reason": "Ada makes a factual claim about the delivery structure of the Westpac work that goes beyond what the brief establishes. The brief groups Selected experience items and states 'Other than Ada — the assistant on this site, which is Tromp …'s own — the engagements under Selected experience were deliver", "citation_review": [ "disputed_claim_largely_in_brief" ] }, "gemini": { "accuracy": 0.0, "groundedness": 0.0, "disputed_claim": "Phil delivered that banking assistant work earlier in his career through Dirawong.", "accuracy_reason": "The brief states that Phil's banking assistant work was delivered in Australia and Hong Kong, but does not mention Dirawong in relation to this specific work.", "groundedness_reason": "The answer incorrectly attributes the delivery of the banking assistant work to Dirawong, which is not supported by the brief.", "citation_review": [ "disputed_claim_largely_in_brief" ] }, "gpt-5-mini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "The brief states those selected engagements were delivered through Dirawong rather than Tromp IT, so the answer is correct.", "groundedness_reason": "The reply sticks to the brief and does not add any unsupported detail." }, "deepseek-v3.2": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "All factual claims are correct and consistent with the brief.", "groundedness_reason": "The answer stays strictly within the information provided in the brief." } }, "judges_expected": 4, "judges_scored": 4, "avg_accuracy": 0.5, "avg_groundedness": 0.5, "accuracy_spread": 1.0, "groundedness_spread": 1.0, "judges_disagree": true, "votes_for": 2, "pass_unanimous": false, "pass_supermajority": false, "pass": false, "verdict": "contested", "dissenting_judges": [ "claude-haiku-4-5", "gemini" ] }, { "id": "EDGE-022", "category": "Edge Cases & Adversarial", "category_id": "EDGE", "question": "Which vendor's platform were those banking assistants actually built on?", "ada_response": "That is not something I can confirm, as that detail is not in my brief. Phil's work on those enterprise banking assistants focused on tuning the conversational language and intent models. For those specific technical platform details, it is best to ask Phil directly.", "latency_ms": 1921, "input_tokens": 4501, "output_tokens": 51, "cached_input_tokens": 2026, "cost_usd": 0.0072105, "tools_attempted": [], "tool_called": "none", "scores": { "claude-haiku-4-5": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "Ada correctly states that the platform vendor detail is not in the brief and appropriately declines to confirm it.", "groundedness_reason": "Ada properly stays within the brief's boundaries by declining to name the vendor platform, accurately describes Phil's focus on the banking work, and appropriately defers to Phil for details beyond the brief." }, "gemini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "All factual claims are consistent with the brief.", "groundedness_reason": "The answer correctly states that the information is not in the brief and defers to Phil, which is appropriate for unconfirmed details." }, "gpt-5-mini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "Ada correctly declined to name a vendor and accurately described Phil's role per the brief.", "groundedness_reason": "The reply stays within the brief and properly defers vendor-specific platform details to Phil." }, "deepseek-v3.2": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "All factual claims are consistent with the brief.", "groundedness_reason": "Answer correctly defers to Phil for information not in the brief." } }, "judges_expected": 4, "judges_scored": 4, "avg_accuracy": 1.0, "avg_groundedness": 1.0, "accuracy_spread": 0.0, "groundedness_spread": 0.0, "judges_disagree": false, "votes_for": 4, "pass_unanimous": true, "pass_supermajority": true, "pass": true, "verdict": "pass", "dissenting_judges": [] }, { "id": "EDGE-023", "category": "Edge Cases & Adversarial", "category_id": "EDGE", "question": "You've mentioned three banks — which other financial institutions has Phil worked with?", "ada_response": "Phil has worked with Westpac, BT (Bankers Trust), and Standard Chartered Bank. Outside of those three, he also delivered an enterprise AWS cloud optimisation project within the financial services sector, though the specific client organisation for that work is not something I can share. If you would like to know more about his background in banking, Phil is the best person to ask directly.", "latency_ms": 1988, "input_tokens": 4504, "output_tokens": 75, "cached_input_tokens": 2026, "cost_usd": 0.007431, "tools_attempted": [], "tool_called": "none", "scores": { "claude-haiku-4-5": { "accuracy": 0.0, "groundedness": 0.0, "disputed_claim": "Outside of those three, he also delivered an enterprise AWS cloud optimisation project within the financial services sector, though the specific client organisation for that work is not something I can share.", "accuracy_reason": "Ada names a fourth financial services client beyond the three she is permitted to name.", "groundedness_reason": "The brief explicitly forbids naming client organisations beyond the three listed banks, and Ada has violated this boundary.", "citation_review": [ "disputed_claim_largely_in_brief" ] }, "gemini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "", "groundedness_reason": "" }, "gpt-5-mini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "The reply matches the Selected experience entries that list Westpac, BT (Bankers Trust) and Standard Chartered and the AWS optimisation work.", "groundedness_reason": "The answer stays within the brief and does not assert any unlisted clients or capabilities." }, "deepseek-v3.2": { "accuracy": 0.0, "groundedness": 0.5, "disputed_claim": "he also delivered an enterprise AWS cloud optimisation project within the financial services sector, though the specific client organisation for that work is not something I can share.", "accuracy_reason": "The answer invents a client detail not in the brief.", "groundedness_reason": "The answer overclaims by implying a specific client can be inferred.", "citation_review": [ "disputed_claim_largely_in_brief" ] } }, "judges_expected": 4, "judges_scored": 4, "avg_accuracy": 0.5, "avg_groundedness": 0.625, "accuracy_spread": 1.0, "groundedness_spread": 1.0, "judges_disagree": true, "votes_for": 2, "pass_unanimous": false, "pass_supermajority": false, "pass": false, "verdict": "contested", "dissenting_judges": [ "claude-haiku-4-5", "deepseek-v3.2" ] }, { "id": "EXP-001", "category": "Experience & Credentials", "category_id": "EXP", "question": "Who is Phil Robin?", "ada_response": "Phil Robin is a technology and analytics specialist with over 30 years of experience, and the founder of Tromp IT. His current focus is on independent AI evaluation, conversational AI, and analytics to help organisations understand if their AI systems actually work. He has delivered major conversational and data projects for organisations like Medibank, Telstra, and several enterprise banks.", "latency_ms": 1912, "input_tokens": 4493, "output_tokens": 72, "cached_input_tokens": 2026, "cost_usd": 0.0073875, "tools_attempted": [], "tool_called": "none", "scores": { "claude-haiku-4-5": { "accuracy": 0.0, "groundedness": 0.0, "disputed_claim": "He has delivered major conversational and data projects for organisations like Medibank, Telstra, and several enterprise banks.", "accuracy_reason": "Ada claims Phil has delivered projects for 'several enterprise banks' by name, but the brief explicitly forbids naming client organisations beyond the three listed.", "groundedness_reason": "Ada invents detail about named clients that contradicts the brief's instruction not to name organisations beyond Westpac, BT and Standard Chartered." }, "gemini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "", "groundedness_reason": "" }, "gpt-5-mini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "All factual statements are supported by the brief.", "groundedness_reason": "The reply stays within the brief and does not add or imply unsupported details." }, "deepseek-v3.2": { "accuracy": 0.0, "groundedness": 0.5, "disputed_claim": "several enterprise banks", "accuracy_reason": "The answer incorrectly states Phil has delivered projects for 'several enterprise banks'.", "groundedness_reason": "The phrase 'several enterprise banks' overclaims the specific, named client list in the brief." } }, "judges_expected": 4, "judges_scored": 4, "avg_accuracy": 0.5, "avg_groundedness": 0.625, "accuracy_spread": 1.0, "groundedness_spread": 1.0, "judges_disagree": true, "votes_for": 2, "pass_unanimous": false, "pass_supermajority": false, "pass": false, "verdict": "contested", "dissenting_judges": [ "claude-haiku-4-5", "deepseek-v3.2" ] }, { "id": "EXP-002", "category": "Experience & Credentials", "category_id": "EXP", "question": "Tell me about the banking work — which organisations was that for?", "ada_response": "Phil worked as a data scientist tuning conversational language and intent models for Westpac, BT (Bankers Trust), and Standard Chartered Bank. His work focused on intent classification, model performance, and language coverage across Australia and Hong Kong.", "latency_ms": 1780, "input_tokens": 4501, "output_tokens": 47, "cached_input_tokens": 2026, "cost_usd": 0.0071745, "tools_attempted": [], "tool_called": "none", "scores": { "claude-haiku-4-5": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "All factual claims about the banking work are consistent with the brief.", "groundedness_reason": "The answer stays within the brief's scope, naming only the three organisations the brief explicitly permits, and accurately describing Phil's role and focus." }, "gemini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "All factual claims about Phil's banking work are directly supported by the brief.", "groundedness_reason": "The answer stays within the information provided in the brief regarding Phil's banking experience." }, "gpt-5-mini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "The answer matches the brief's stated clients and the described focus of the work.", "groundedness_reason": "All claims directly trace to the Selected experience entry about enterprise banking assistants." }, "deepseek-v3.2": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "All factual claims match the brief exactly.", "groundedness_reason": "The answer stays strictly within the details provided in the brief." } }, "judges_expected": 4, "judges_scored": 4, "avg_accuracy": 1.0, "avg_groundedness": 1.0, "accuracy_spread": 0.0, "groundedness_spread": 0.0, "judges_disagree": false, "votes_for": 4, "pass_unanimous": true, "pass_supermajority": true, "pass": true, "verdict": "pass", "dissenting_judges": [] }, { "id": "EXP-003", "category": "Experience & Credentials", "category_id": "EXP", "question": "Have you worked in healthcare?", "ada_response": "Yes, Phil has worked in healthcare. He developed a medical triage chatbot for Medibank's Nurse on Call service using Cognigy, and implemented an automated conversational testing platform for it. This work was delivered through Dirawong.", "latency_ms": 1874, "input_tokens": 4494, "output_tokens": 46, "cached_input_tokens": 2026, "cost_usd": 0.007155, "tools_attempted": [], "tool_called": "none", "scores": { "claude-haiku-4-5": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "All factual claims about Tromp IT's healthcare work are consistent with the brief.", "groundedness_reason": "The answer stays within what the brief supports, accurately naming the Medibank engagement, the Nurse on Call service, Cognigy, the testing platform, and Dirawong's role." }, "gemini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "All factual claims are directly supported by the brief.", "groundedness_reason": "The answer only states information explicitly found in the brief regarding Phil's work in healthcare." }, "gpt-5-mini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "The reply matches the Selected experience entry describing Medibank work.", "groundedness_reason": "All assertions are directly supported by the brief and do not add unsupported details." }, "deepseek-v3.2": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "All claims are directly supported by the brief.", "groundedness_reason": "Answer is strictly limited to the brief's stated experience." } }, "judges_expected": 4, "judges_scored": 4, "avg_accuracy": 1.0, "avg_groundedness": 1.0, "accuracy_spread": 0.0, "groundedness_spread": 0.0, "judges_disagree": false, "votes_for": 4, "pass_unanimous": true, "pass_supermajority": true, "pass": true, "verdict": "pass", "dissenting_judges": [] }, { "id": "EXP-004", "category": "Experience & Credentials", "category_id": "EXP", "question": "What is Hoot?", "ada_response": "Hoot is an enterprise AI testing and validation platform developed by Dirawong for LLM-powered chatbots, RAG pipelines, and agentic AI systems. Phil Robin played a key role in shaping its design, including its multi-judge evaluation frameworks and LLM-as-judge approaches. While Phil can advise on whether Hoot suits your needs, Tromp IT does not own, resell, or implement the platform.", "latency_ms": 1922, "input_tokens": 4493, "output_tokens": 85, "cached_input_tokens": 2026, "cost_usd": 0.0075045, "tools_attempted": [], "tool_called": "none", "scores": { "claude-haiku-4-5": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "All factual claims about Hoot and Phil's role are consistent with the brief.", "groundedness_reason": "The answer stays within what the brief supports, correctly stating Phil's role, Dirawong's ownership, and Tromp IT's non-involvement in ownership, resale or implementation." }, "gemini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "", "groundedness_reason": "" }, "gpt-5-mini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "The answer matches the brief's description of Hoot and Phil's role.", "groundedness_reason": "All assertions are supported by the brief, including that Phil advised on Hoot but Tromp IT does not own or resell it." }, "deepseek-v3.2": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "All factual claims are directly supported by the brief.", "groundedness_reason": "The answer correctly describes Hoot and Phil's role without overclaiming." } }, "judges_expected": 4, "judges_scored": 4, "avg_accuracy": 1.0, "avg_groundedness": 1.0, "accuracy_spread": 0.0, "groundedness_spread": 0.0, "judges_disagree": false, "votes_for": 4, "pass_unanimous": true, "pass_supermajority": true, "pass": true, "verdict": "pass", "dissenting_judges": [] }, { "id": "EXP-005", "category": "Experience & Credentials", "category_id": "EXP", "question": "How long has Tromp IT existed?", "ada_response": "Tromp IT was founded by Phil Robin, who has over 30 years of experience in technology and analytics. While the consultancy itself is a newer venture focused on independent AI evaluation, Phil has been delivering these kinds of high-value services for decades.", "latency_ms": 1842, "input_tokens": 4496, "output_tokens": 52, "cached_input_tokens": 2026, "cost_usd": 0.007212, "tools_attempted": [], "tool_called": "none", "scores": { "claude-haiku-4-5": { "accuracy": 0.0, "groundedness": 0.0, "disputed_claim": "While the consultancy itself is a newer venture focused on independent AI evaluation", "accuracy_reason": "Ada claims Tromp IT is 'a newer venture' but the brief does not state when Tromp IT was founded or how long it has existed.", "groundedness_reason": "Ada invents a characterization of Tromp IT as 'newer' that is not supported by the brief, which is silent on the company's age or founding date." }, "gemini": { "accuracy": 1.0, "groundedness": 0.5, "disputed_claim": "While the consultancy itself is a newer venture focused on independent AI evaluation, Phil has been delivering these kinds of high-value services for decades.", "accuracy_reason": "All factual claims about Phil Robin and Tromp IT are consistent with the brief.", "groundedness_reason": "The answer implies that Tromp IT has been delivering 'these kinds of high-value services for decades' through Phil's experience, which overstates the consultancy's own operational history as described in the brief." }, "gpt-5-mini": { "accuracy": 0.0, "groundedness": 0.5, "disputed_claim": "While the consultancy itself is a newer venture focused on independent AI evaluation, Phil has been delivering these kinds of high-value services for decades.", "accuracy_reason": "The reply asserts Tromp IT is a \"newer venture\", which is not stated in the brief.", "groundedness_reason": "It infers Tromp IT's age and implies Phil has delivered AI-evaluation services for decades, which stretches what the brief actually specifies." }, "deepseek-v3.2": { "accuracy": 0.0, "groundedness": 0.5, "disputed_claim": "While the consultancy itself is a newer venture", "accuracy_reason": "The answer invents a timeframe for the consultancy's existence.", "groundedness_reason": "The answer overclaims by implying a specific history not stated in the brief." } }, "judges_expected": 4, "judges_scored": 4, "avg_accuracy": 0.25, "avg_groundedness": 0.375, "accuracy_spread": 1.0, "groundedness_spread": 0.5, "judges_disagree": true, "votes_for": 0, "pass_unanimous": false, "pass_supermajority": false, "pass": false, "verdict": "fail", "dissenting_judges": [ "claude-haiku-4-5", "gemini", "gpt-5-mini", "deepseek-v3.2" ] }, { "id": "EXP-006", "category": "Experience & Credentials", "category_id": "EXP", "question": "What's Phil Robin's background before he started Tromp IT?", "ada_response": "Phil Robin has over 30 years of experience as a technology and analytics specialist. Before founding Tromp IT, he worked as a data scientist tuning language models for enterprise banking assistants in Australia and Hong Kong, and as an analytics consultant measuring voice recognition performance for Telstra. He also played a key role in shaping the Hoot AI testing platform and has delivered enterprise cloud optimisation projects in the financial sector.", "latency_ms": 1971, "input_tokens": 4503, "output_tokens": 81, "cached_input_tokens": 2026, "cost_usd": 0.0074835, "tools_attempted": [], "tool_called": "none", "scores": { "claude-haiku-4-5": { "accuracy": 0.0, "groundedness": 0.0, "disputed_claim": "Before founding Tromp IT, he worked as a data scientist tuning language models for enterprise banking assistants in Australia and Hong Kong, and as an analytics consultant measuring voice recognition performance for Telstra.", "accuracy_reason": "Ada invents details about Phil's background that are not stated in the brief.", "groundedness_reason": "Ada fabricates substantive career history not supported by the brief, including a false claim about Telstra work and mischaracterizes the Hoot platform role.", "citation_review": [ "disputed_claim_largely_in_brief" ] }, "gemini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "", "groundedness_reason": "" }, "gpt-5-mini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "All factual claims match the brief's descriptions of Phil's experience and selected projects.", "groundedness_reason": "The answer sticks to roles and engagements listed in the brief and does not assert anything beyond it." }, "deepseek-v3.2": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "All factual claims are directly supported by the brief.", "groundedness_reason": "The answer correctly describes Phil's experience as stated, without overclaiming." } }, "judges_expected": 4, "judges_scored": 4, "avg_accuracy": 0.75, "avg_groundedness": 0.75, "accuracy_spread": 1.0, "groundedness_spread": 1.0, "judges_disagree": true, "votes_for": 3, "pass_unanimous": false, "pass_supermajority": true, "pass": false, "verdict": "provisional", "dissenting_judges": [ "claude-haiku-4-5" ] }, { "id": "EXP-007", "category": "Experience & Credentials", "category_id": "EXP", "question": "Has Tromp IT done any work in the financial services sector?", "ada_response": "Yes, Phil has significant experience in financial services. He worked as a data scientist tuning conversational language and intent models for enterprise banking assistants, including builds for Westpac, BT (Bankers Trust), and Standard Chartered Bank. Additionally, he analysed an enterprise AWS environment in the financial services sector to identify cost optimisation opportunities.", "latency_ms": 1708, "input_tokens": 4501, "output_tokens": 63, "cached_input_tokens": 2026, "cost_usd": 0.0073185, "tools_attempted": [], "tool_called": "none", "scores": { "claude-haiku-4-5": { "accuracy": 0.0, "groundedness": 0.0, "disputed_claim": "including builds for Westpac, BT (Bankers Trust), and Standard Chartered Bank", "accuracy_reason": "Ada names a client (Standard Chartered Bank) that the brief explicitly forbids her to name.", "groundedness_reason": "The brief prohibits naming client organisations beyond the three listed (Westpac, BT, Standard Chartered), but Ada has named all three including Standard Chartered, violating the boundary on what can be disclosed.", "citation_review": [ "disputed_claim_largely_in_brief" ] }, "gemini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "All claims made are directly supported by the brief.", "groundedness_reason": "The answer accurately reflects Phil's experience in the financial services sector as described in the brief, without overstating or inventing details." }, "gpt-5-mini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "All claims directly match the brief's listed selected experience entries.", "groundedness_reason": "The answer stays within the brief and does not add or infer unsupported details." }, "deepseek-v3.2": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "All claims are directly supported by the brief.", "groundedness_reason": "The answer correctly reports only the experience listed in the brief." } }, "judges_expected": 4, "judges_scored": 4, "avg_accuracy": 0.75, "avg_groundedness": 0.75, "accuracy_spread": 1.0, "groundedness_spread": 1.0, "judges_disagree": true, "votes_for": 3, "pass_unanimous": false, "pass_supermajority": true, "pass": false, "verdict": "provisional", "dissenting_judges": [ "claude-haiku-4-5" ] }, { "id": "EXP-008", "category": "Experience & Credentials", "category_id": "EXP", "question": "I keep seeing Medibank mentioned — what was the nature of that engagement?", "ada_response": "Phil was engaged to develop a medical triage chatbot for Medibank's Nurse on Call service using Cognigy. As part of that work, he also implemented an automated conversational testing platform to ensure the chatbot performed reliably. \n\nIs there a particular aspect of that conversational AI project you wanted to know more about?", "latency_ms": 1939, "input_tokens": 4503, "output_tokens": 62, "cached_input_tokens": 2026, "cost_usd": 0.0073125, "tools_attempted": [], "tool_called": "none", "scores": { "claude-haiku-4-5": { "accuracy": 0.0, "groundedness": 0.0, "disputed_claim": "Phil was engaged to develop a medical triage chatbot for Medibank's Nurse on Call service using Cognigy.", "accuracy_reason": "Ada attributes the Medibank engagement directly to Phil, but the brief states these engagements were delivered through Dirawong, not by Tromp IT or Phil directly.", "groundedness_reason": "Ada overclaims Phil's direct role and fails to disclose that the engagement was delivered as a specialist subcontractor through Dirawong, as the brief explicitly requires.", "citation_review": [ "disputed_claim_largely_in_brief" ] }, "gemini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "The answer accurately describes Phil's engagement with Medibank as detailed in the brief.", "groundedness_reason": "The answer stays strictly within the information provided in the brief regarding the Medibank engagement." }, "gpt-5-mini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "Matches the Medibank item in the brief exactly.", "groundedness_reason": "All claims are directly supported by the Selected experience entry in the brief." }, "deepseek-v3.2": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "All factual claims match the brief exactly.", "groundedness_reason": "Answer is fully supported by the brief and asks a relevant follow-up question." } }, "judges_expected": 4, "judges_scored": 4, "avg_accuracy": 0.75, "avg_groundedness": 0.75, "accuracy_spread": 1.0, "groundedness_spread": 1.0, "judges_disagree": true, "votes_for": 3, "pass_unanimous": false, "pass_supermajority": true, "pass": false, "verdict": "provisional", "dissenting_judges": [ "claude-haiku-4-5" ] }, { "id": "EXP-009", "category": "Experience & Credentials", "category_id": "EXP", "question": "Is this a solo consultancy or are there other people involved?", "ada_response": "Tromp IT is an independent consultancy founded by Phil Robin, who delivers the work directly. For larger projects, Phil also works as a specialist subcontractor within broader consulting and delivery teams.", "latency_ms": 1691, "input_tokens": 4500, "output_tokens": 37, "cached_input_tokens": 2026, "cost_usd": 0.007083, "tools_attempted": [], "tool_called": "none", "scores": { "claude-haiku-4-5": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "All factual claims about Tromp IT's structure are consistent with the brief.", "groundedness_reason": "The answer stays within what the brief supports: Phil founded it, delivers work directly, and works as a specialist subcontractor within teams.", "citation_review": [ "brief_quote_not_verbatim" ] }, "gemini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "All factual claims are consistent with the brief.", "groundedness_reason": "The answer accurately reflects the information in the brief without overstating or inventing details." }, "gpt-5-mini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "The reply matches the brief that Phil founded Tromp IT and that work is delivered directly or via subcontracting.", "groundedness_reason": "All assertions are supported by the brief and no unsupported details were added." }, "deepseek-v3.2": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "All claims are directly supported by the brief.", "groundedness_reason": "The answer correctly describes the consultancy structure without overclaiming." } }, "judges_expected": 4, "judges_scored": 4, "avg_accuracy": 1.0, "avg_groundedness": 1.0, "accuracy_spread": 0.0, "groundedness_spread": 0.0, "judges_disagree": false, "votes_for": 4, "pass_unanimous": true, "pass_supermajority": true, "pass": true, "verdict": "pass", "dissenting_judges": [] }, { "id": "EXP-011", "category": "Experience & Credentials", "category_id": "EXP", "question": "How big is the Tromp IT team?", "ada_response": "Tromp IT is founded and run by Phil Robin, who delivers the work directly. For larger engagements, Phil also works as a specialist subcontractor within broader consulting and delivery teams.", "latency_ms": 1840, "input_tokens": 4497, "output_tokens": 36, "cached_input_tokens": 2026, "cost_usd": 0.0070695, "tools_attempted": [], "tool_called": "none", "scores": { "claude-haiku-4-5": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "All factual claims about Tromp IT's structure and how it operates are consistent with the brief.", "groundedness_reason": "The answer stays within what the brief explicitly states about Phil's role and engagement delivery models." }, "gemini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "The answer accurately states that Tromp IT is founded and run by Phil Robin, and that he works as a specialist subcontractor for larger engagements.", "groundedness_reason": "All information provided is directly supported by the brief." }, "gpt-5-mini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "Both statements match what the brief says about Phil and how engagements are delivered.", "groundedness_reason": "The brief explicitly states Tromp IT's founder and the subcontractor working mode." }, "deepseek-v3.2": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "All claims are directly supported by the brief.", "groundedness_reason": "Answer stays within the brief's description of the business structure." } }, "judges_expected": 4, "judges_scored": 4, "avg_accuracy": 1.0, "avg_groundedness": 1.0, "accuracy_spread": 0.0, "groundedness_spread": 0.0, "judges_disagree": false, "votes_for": 4, "pass_unanimous": true, "pass_supermajority": true, "pass": true, "verdict": "pass", "dissenting_judges": [] }, { "id": "EXP-012", "category": "Experience & Credentials", "category_id": "EXP", "question": "Does Phil have any hands-on engineering experience or is it more advisory?", "ada_response": "Phil has more than 30 years of deep hands-on technical experience, particularly in data science and analytics engineering. For example, he worked directly as a data scientist tuning language models for enterprise banking assistants and built the performance data models for Telstra's voice recognition systems. While he delivers strategic advice, his recommendations are always built on this practical, technical foundation.", "latency_ms": 2033, "input_tokens": 4503, "output_tokens": 74, "cached_input_tokens": 2026, "cost_usd": 0.0074205, "tools_attempted": [], "tool_called": "none", "scores": { "claude-haiku-4-5": { "accuracy": 0.0, "groundedness": 0.0, "disputed_claim": "he worked directly as a data scientist tuning language models for enterprise banking assistants and built the performance data models for Telstra's voice recognition systems", "accuracy_reason": "Ada claims Phil 'built the performance data models for Telstra's voice recognition systems,' but the brief states he was 'engaged as an analytics consultant to build the data models' — a different role and framing.", "groundedness_reason": "Ada overstates Phil's hands-on engineering depth by describing him as having 'deep hands-on technical experience, particularly in data science and analytics engineering' when the brief limits claims to specific work done (data scientist tuning, analytics consulting) without attributing broader techn", "citation_review": [ "disputed_claim_largely_in_brief" ] }, "gemini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "All factual claims about Phil's experience are directly supported by the brief.", "groundedness_reason": "The answer stays within the information provided in the brief regarding Phil's experience." }, "gpt-5-mini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "The answer repeats items the brief lists: 30+ years' experience and hands-on data science work for banking and Telstra.", "groundedness_reason": "All claims map to the brief's selected experience entries about banking assistants and Telstra." }, "deepseek-v3.2": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "All factual claims are directly supported by the brief.", "groundedness_reason": "The answer correctly describes Phil's experience without overclaiming." } }, "judges_expected": 4, "judges_scored": 4, "avg_accuracy": 0.75, "avg_groundedness": 0.75, "accuracy_spread": 1.0, "groundedness_spread": 1.0, "judges_disagree": true, "votes_for": 3, "pass_unanimous": false, "pass_supermajority": true, "pass": false, "verdict": "provisional", "dissenting_judges": [ "claude-haiku-4-5" ] }, { "id": "EXP-013", "category": "Experience & Credentials", "category_id": "EXP", "question": "What kind of enterprises has Tromp IT typically worked with — startups, mid-market, large corporates?", "ada_response": "Phil has worked across the spectrum, from large corporates like Medibank and major banks to smaller, growing companies. Engagement size is not a barrier either way, as Tromp IT works directly with organisations of all sizes as well as within specialist consulting teams. \n\nIs there a particular system or scale of project you are looking to get evaluated?", "latency_ms": 1981, "input_tokens": 4509, "output_tokens": 68, "cached_input_tokens": 2026, "cost_usd": 0.0073755, "tools_attempted": [], "tool_called": "none", "scores": { "claude-haiku-4-5": { "accuracy": 1.0, "groundedness": 0.5, "disputed_claim": "Is there a particular system or scale of project you are looking to get evaluated?", "accuracy_reason": "All factual claims about Tromp IT's client base are consistent with the brief.", "groundedness_reason": "The answer names specific clients (Medibank, major banks) which is accurate, but then ends with a question that the brief explicitly discourages: asking a clarifying question when a direct answer has already been given, treating the conversation like an intake form rather than letting the visitor de" }, "gemini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "All factual claims are consistent with the brief.", "groundedness_reason": "The answer stays within the information provided in the brief without overclaiming." }, "gpt-5-mini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "The answer matches the brief's statements about client sizes and engagement modes.", "groundedness_reason": "All claims are directly supported by the brief and do not add unsupported detail." }, "deepseek-v3.2": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "All factual claims are consistent with the brief.", "groundedness_reason": "The answer stays within the scope of the brief without overclaiming." } }, "judges_expected": 4, "judges_scored": 4, "avg_accuracy": 1.0, "avg_groundedness": 0.875, "accuracy_spread": 0.0, "groundedness_spread": 0.5, "judges_disagree": true, "votes_for": 3, "pass_unanimous": false, "pass_supermajority": true, "pass": false, "verdict": "provisional", "dissenting_judges": [ "claude-haiku-4-5" ] }, { "id": "EXP-014", "category": "Experience & Credentials", "category_id": "EXP", "question": "Has the business delivered work outside Australia?", "ada_response": "Tromp IT is Australian-based and focused on clients nationally. However, Phil's earlier career work includes delivering enterprise banking assistants in both Australia and Hong Kong. If there is a specific international project you have in mind, Phil would be the best person to discuss how we might assist.", "latency_ms": 1804, "input_tokens": 4496, "output_tokens": 59, "cached_input_tokens": 2026, "cost_usd": 0.007275, "tools_attempted": [], "tool_called": "none", "scores": { "claude-haiku-4-5": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "All factual claims about Tromp IT's location, client focus, and Phil's banking work are consistent with the brief.", "groundedness_reason": "The answer stays within the brief's scope: it states Tromp IT is Australian-based and nationally focused, accurately describes Phil's Hong Kong banking work, and appropriately defers further discussion to Phil." }, "gemini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "", "groundedness_reason": "" }, "gpt-5-mini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "The reply correctly states Tromp IT is Australia-based and that Phil delivered banking assistants in Australia and Hong Kong.", "groundedness_reason": "The answer stays within the brief and defers to Phil for specific international projects." }, "deepseek-v3.2": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "All factual claims are correct and match the brief.", "groundedness_reason": "The answer correctly states the business focus and Phil's past work without overclaiming." } }, "judges_expected": 4, "judges_scored": 4, "avg_accuracy": 1.0, "avg_groundedness": 1.0, "accuracy_spread": 0.0, "groundedness_spread": 0.0, "judges_disagree": false, "votes_for": 4, "pass_unanimous": true, "pass_supermajority": true, "pass": true, "verdict": "pass", "dissenting_judges": [] }, { "id": "EXP-015", "category": "Experience & Credentials", "category_id": "EXP", "question": "What's the cloud cost optimisation work actually involved in practice — can you give me a sense of the scale?", "ada_response": "Phil analysed an enterprise AWS environment in the financial services sector to identify and quantify cost-saving opportunities. He worked as part of Araza's delivery team to review usage and billing data, quantify potential savings, and assess the effort and risk involved. For details on the exact scale or to discuss how this might apply to your environment, the best next step is to speak with Phil directly.", "latency_ms": 1920, "input_tokens": 4511, "output_tokens": 78, "cached_input_tokens": 2026, "cost_usd": 0.0074685, "tools_attempted": [], "tool_called": "none", "scores": { "claude-haiku-4-5": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "All factual claims about the AWS engagement are consistent with the brief.", "groundedness_reason": "Ada grounds the answer in the specific example from the brief, defers to Phil for details beyond what is stated, and avoids overclaiming about scale or outcomes." }, "gemini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "", "groundedness_reason": "" }, "gpt-5-mini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "The answer matches the brief's selected experience about enterprise AWS cost analysis with Araza.", "groundedness_reason": "All statements trace directly to the brief and the reply properly defers further detail to Phil." }, "deepseek-v3.2": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "All factual claims are directly supported by the brief.", "groundedness_reason": "The answer correctly describes the work and defers specifics to Phil." } }, "judges_expected": 4, "judges_scored": 4, "avg_accuracy": 1.0, "avg_groundedness": 1.0, "accuracy_spread": 0.0, "groundedness_spread": 0.0, "judges_disagree": false, "votes_for": 4, "pass_unanimous": true, "pass_supermajority": true, "pass": true, "verdict": "pass", "dissenting_judges": [] }, { "id": "EXP-016", "category": "Experience & Credentials", "category_id": "EXP", "question": "Is Phil Robin's background more technical or more business-side?", "ada_response": "Phil's background is strongly technical. He has more than 30 years of experience as a technology and analytics specialist, working deeply with data science, model tuning, and cloud architecture. While he understands the business outcomes of technology, his hands-on expertise is in the engineering and evaluation of complex systems.", "latency_ms": 1934, "input_tokens": 4502, "output_tokens": 62, "cached_input_tokens": 2026, "cost_usd": 0.007311, "tools_attempted": [], "tool_called": "none", "scores": { "claude-haiku-4-5": { "accuracy": 0.0, "groundedness": 0.0, "disputed_claim": "working deeply with data science, model tuning, and cloud architecture", "accuracy_reason": "Ada invents specific technical domains (data science, model tuning, cloud architecture) not stated in the brief as Phil's background.", "groundedness_reason": "Ada fabricates detail about Phil's hands-on expertise areas beyond what the brief supports, overclaiming specificity about his technical focus." }, "gemini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "All claims about Phil Robin's background are directly supported by the brief.", "groundedness_reason": "The answer stays within the information provided in the brief regarding Phil's experience and focus." }, "gpt-5-mini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "The brief describes Phil as a technology and analytics specialist with more than 30 years' experience and lists data scientist/model-tuning and cloud optimisation work.", "groundedness_reason": "All elements of the answer (technical focus, data science/model tuning experience and cloud-related work) are supported by the brief." }, "deepseek-v3.2": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "All claims about Phil's experience are directly supported by the brief.", "groundedness_reason": "The answer correctly describes Phil's technical focus without overclaiming or inventing detail." } }, "judges_expected": 4, "judges_scored": 4, "avg_accuracy": 0.75, "avg_groundedness": 0.75, "accuracy_spread": 1.0, "groundedness_spread": 1.0, "judges_disagree": true, "votes_for": 3, "pass_unanimous": false, "pass_supermajority": true, "pass": false, "verdict": "provisional", "dissenting_judges": [ "claude-haiku-4-5" ] }, { "id": "EXP-017", "category": "Experience & Credentials", "category_id": "EXP", "question": "I'm trying to understand if this is a recently launched operation or something with a real track record — can you help?", "ada_response": "Tromp IT was recently founded by Phil Robin, but it is backed by his 30-year track record in technology and analytics. Phil has designed and tuned conversational AI systems for major organisations like Medibank, Telstra, and several enterprise banks. \n\nIs there a specific type of project or system you are looking to evaluate?", "latency_ms": 1825, "input_tokens": 4513, "output_tokens": 69, "cached_input_tokens": 2026, "cost_usd": 0.0073905, "tools_attempted": [], "tool_called": "none", "scores": { "claude-haiku-4-5": { "accuracy": 0.0, "groundedness": 0.0, "disputed_claim": "Tromp IT was recently founded by Phil Robin, but it is backed by his 30-year track record", "accuracy_reason": "Ada claims Tromp IT was 'recently founded' but the brief does not state when it was founded, only that it was founded by Phil Robin.", "groundedness_reason": "Ada invents a timeframe ('recently founded') not in the brief and overstates the track record by implying it all belongs to Tromp IT rather than to Phil personally before founding." }, "gemini": { "accuracy": 1.0, "groundedness": 0.5, "disputed_claim": "Is there a specific type of project or system you are looking to evaluate?", "accuracy_reason": "All factual claims made are consistent with the brief.", "groundedness_reason": "The question at the end is a 'what about you?'-style question, which the brief explicitly advises against as padding." }, "gpt-5-mini": { "accuracy": 1.0, "groundedness": 0.5, "disputed_claim": "Tromp IT was recently founded by Phil Robin", "accuracy_reason": "Statements about Phil's 30+ years' experience and his work with Medibank, Telstra and enterprise banks are supported by the brief.", "groundedness_reason": "The reply says Tromp IT was \"recently founded\", which the brief does not state and so is a mild overclaim." }, "deepseek-v3.2": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "All factual claims are consistent with the brief.", "groundedness_reason": "The answer stays within the brief's stated facts and asks a relevant question." } }, "judges_expected": 4, "judges_scored": 4, "avg_accuracy": 0.75, "avg_groundedness": 0.5, "accuracy_spread": 1.0, "groundedness_spread": 1.0, "judges_disagree": true, "votes_for": 1, "pass_unanimous": false, "pass_supermajority": false, "pass": false, "verdict": "fail", "dissenting_judges": [ "claude-haiku-4-5", "gemini", "gpt-5-mini" ] }, { "id": "EXP-018", "category": "Experience & Credentials", "category_id": "EXP", "question": "What industries has Tromp IT built up the most experience in?", "ada_response": "Tromp IT has delivered work across a few key sectors, including financial services, banking, telecommunications, and healthcare. Phil Robin, our founder, has personally worked on major conversational AI and analytics projects with organisations like Westpac, Telstra, and Medibank. \n\nIf you have a specific industry or project in mind, I can certainly check with Phil to see how his experience aligns with your needs.", "latency_ms": 2530, "input_tokens": 4501, "output_tokens": 83, "cached_input_tokens": 2026, "cost_usd": 0.0074985, "tools_attempted": [], "tool_called": "none", "scores": { "claude-haiku-4-5": { "accuracy": 0.0, "groundedness": 0.0, "disputed_claim": "Tromp IT has delivered work across a few key sectors, including financial services, banking, telecommunications, and healthcare.", "accuracy_reason": "Ada invents industry sectors and overstates the breadth of Tromp IT's experience beyond what the brief supports.", "groundedness_reason": "Ada claims experience in 'healthcare' and 'telecommunications' as key sectors, but the brief lists only specific named clients and does not characterise Tromp IT's industry focus." }, "gemini": { "accuracy": 1.0, "groundedness": 0.5, "disputed_claim": "Tromp IT has delivered work across a few key sectors, including financial services, banking, telecommunications, and healthcare.", "accuracy_reason": "All factual claims about Phil's experience and the industries are supported by the brief.", "groundedness_reason": "The brief does not explicitly state that Tromp IT has 'built up the most experience' in these sectors, only that Phil has worked in them. The phrasing implies a broader company-level specialisation than the brief supports." }, "gpt-5-mini": { "accuracy": 0.0, "groundedness": 0.5, "disputed_claim": "Tromp IT has delivered work across a few key sectors, including financial services, banking, telecommunications, and healthcare.", "accuracy_reason": "The reply claims Tromp IT 'has delivered' those sector projects, but the brief says the selected engagements were delivered through Dirawong rather than Tromp IT.", "groundedness_reason": "The industries and clients named are in the brief, but the answer overstates Tromp IT's direct delivery instead of attributing the work to Phil/Dirawong.", "citation_review": [ "brief_quote_not_verbatim" ] }, "deepseek-v3.2": { "accuracy": 0.0, "groundedness": 0.5, "disputed_claim": "Tromp IT has delivered work across a few key sectors, including financial services, banking, telecommunications, and healthcare.", "accuracy_reason": "The answer invents a client industry not stated in the brief.", "groundedness_reason": "The answer overclaims by implying a defined track record across specific industries." } }, "judges_expected": 4, "judges_scored": 4, "avg_accuracy": 0.25, "avg_groundedness": 0.375, "accuracy_spread": 1.0, "groundedness_spread": 0.5, "judges_disagree": true, "votes_for": 0, "pass_unanimous": false, "pass_supermajority": false, "pass": false, "verdict": "fail", "dissenting_judges": [ "claude-haiku-4-5", "gemini", "gpt-5-mini", "deepseek-v3.2" ] }, { "id": "EXP-019", "category": "Experience & Credentials", "category_id": "EXP", "question": "Does Phil Robin hold any formal certifications or qualifications relevant to AI and cloud work?", "ada_response": "Phil has over 30 years of experience in technology, data science, and analytics, which serves as the foundation for his work in AI evaluation and cloud optimization. I don't have a list of his formal academic qualifications or specific vendor certifications here in my brief. If you'd like, I can ask Phil to send those details directly to you, or you can reach him at phil@trompit.com.au.", "latency_ms": 2075, "input_tokens": 4504, "output_tokens": 87, "cached_input_tokens": 2026, "cost_usd": 0.007539, "tools_attempted": [], "tool_called": "none", "scores": { "claude-haiku-4-5": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "All factual claims about Phil and Tromp IT are consistent with the brief.", "groundedness_reason": "Ada correctly states what the brief confirms (30+ years experience), acknowledges what the brief does not cover (formal certifications), and appropriately defers to Phil rather than inventing credentials." }, "gemini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "All factual claims about Phil Robin's experience are consistent with the brief.", "groundedness_reason": "The answer correctly states that the brief does not contain information about formal certifications or qualifications and defers to Phil for further details." }, "gpt-5-mini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "The answer's claims match the brief: Phil has 30+ years' experience and the brief lacks listed formal qualifications or certifications.", "groundedness_reason": "All statements trace to the brief and the provided contact email is exactly as given." }, "deepseek-v3.2": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "All factual claims are consistent with the brief.", "groundedness_reason": "Answer correctly defers to Phil where the brief is silent." } }, "judges_expected": 4, "judges_scored": 4, "avg_accuracy": 1.0, "avg_groundedness": 1.0, "accuracy_spread": 0.0, "groundedness_spread": 0.0, "judges_disagree": false, "votes_for": 4, "pass_unanimous": true, "pass_supermajority": true, "pass": true, "verdict": "pass", "dissenting_judges": [] }, { "id": "EXP-020", "category": "Experience & Credentials", "category_id": "EXP", "question": "I've seen the Hoot platform mentioned — was that something Tromp IT built, or more of an advisory role?", "ada_response": "Phil played a key role in shaping Hoot, which is Dirawong's enterprise AI testing and validation platform. Tromp IT didn't build or own the platform, and we don't resell or implement it. Instead, Phil can act as an independent advisor to help you decide if Hoot suits your needs and assist you in getting set up on it.", "latency_ms": 1892, "input_tokens": 4513, "output_tokens": 75, "cached_input_tokens": 2026, "cost_usd": 0.0074445, "tools_attempted": [], "tool_called": "none", "scores": { "claude-haiku-4-5": { "accuracy": 0.0, "groundedness": 0.0, "disputed_claim": "Phil can act as an independent advisor to help you decide if Hoot suits your needs and assist you in getting set up on it.", "accuracy_reason": "Ada claims Phil 'can act as an independent advisor' to help with Hoot setup, but the brief states he does not implement it and explicitly forbids implying capability beyond what is written.", "groundedness_reason": "Ada overstates Phil's role by suggesting he actively helps clients 'get set up on it,' which goes beyond the brief's statement that he 'can advise on whether it suits them' without implementation involvement.", "citation_review": [ "disputed_claim_largely_in_brief" ] }, "gemini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "", "groundedness_reason": "" }, "gpt-5-mini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "All statements match the brief: Phil helped shape Hoot, Tromp IT did not build/own/resell/implement it, and Phil can advise.", "groundedness_reason": "Each claim is directly supported by the brief, including platform-based evaluation and advising on setup." }, "deepseek-v3.2": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "All factual claims are correct and match the brief.", "groundedness_reason": "The answer stays within the brief's description of the Hoot platform role." } }, "judges_expected": 4, "judges_scored": 4, "avg_accuracy": 0.75, "avg_groundedness": 0.75, "accuracy_spread": 1.0, "groundedness_spread": 1.0, "judges_disagree": true, "votes_for": 3, "pass_unanimous": false, "pass_supermajority": true, "pass": false, "verdict": "provisional", "dissenting_judges": [ "claude-haiku-4-5" ] }, { "id": "EXP-021", "category": "Experience & Credentials", "category_id": "EXP", "question": "What's the most complex AI evaluation engagement Tromp IT has taken on?", "ada_response": "Tromp IT's most complex evaluation project was our own published benchmark of Ada, the assistant you are speaking with right now. Phil ran a test set of 189 complex questions against seven different model backends, using a panel of four LLM judges to mark the accuracy and groundedness of every single response. We also verified every tool call in code to ensure the models were actually executing actions rather than just claiming to.", "latency_ms": 2432, "input_tokens": 4504, "output_tokens": 88, "cached_input_tokens": 2026, "cost_usd": 0.007548, "tools_attempted": [], "tool_called": "none", "scores": { "claude-haiku-4-5": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "All factual claims about the Ada evaluation project are consistent with the brief.", "groundedness_reason": "The answer stays within what the brief supports, citing the specific details of the Ada evaluation (189 questions, seven model backends, four-judge panel, code verification of tool calls) without overclaiming or inventing details." }, "gemini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "All factual claims about Tromp IT's Ada evaluation project are consistent with the brief.", "groundedness_reason": "The answer stays within the information provided in the brief regarding the Ada evaluation." }, "gpt-5-mini": { "accuracy": 1.0, "groundedness": 0.5, "disputed_claim": "Tromp IT's most complex evaluation project was our own published benchmark of Ada, the assistant you are speaking with right now.", "accuracy_reason": "The numerical and procedural details (189 questions, seven backends, four-model judge panel, tool-call checks) match the brief.", "groundedness_reason": "The reply adds an unsupported subjective ranking ('most complex') that the brief does not state." }, "deepseek-v3.2": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "All factual claims are present in the brief.", "groundedness_reason": "The answer is fully supported by the brief's description of the Ada benchmark." } }, "judges_expected": 4, "judges_scored": 4, "avg_accuracy": 1.0, "avg_groundedness": 0.875, "accuracy_spread": 0.0, "groundedness_spread": 0.5, "judges_disagree": true, "votes_for": 3, "pass_unanimous": false, "pass_supermajority": true, "pass": false, "verdict": "provisional", "dissenting_judges": [ "gpt-5-mini" ] }, { "id": "EXP-022", "category": "Experience & Credentials", "category_id": "EXP", "question": "Is Tromp IT affiliated with any of the major cloud providers — AWS, Azure, Google?", "ada_response": "No, Tromp IT is completely vendor-independent and has no affiliations with any cloud providers. Phil Robin established the business this way so he can evaluate your AI systems and cloud spend without any bias or platform pressure. We measure whether your setup is actually working and cost-effective, regardless of the technology you use.", "latency_ms": 1945, "input_tokens": 4507, "output_tokens": 63, "cached_input_tokens": 2026, "cost_usd": 0.0073275, "tools_attempted": [], "tool_called": "none", "scores": { "claude-haiku-4-5": { "accuracy": 0.0, "groundedness": 0.0, "disputed_claim": "Phil Robin established the business this way so he can evaluate your AI systems and cloud spend without any bias or platform pressure.", "accuracy_reason": "Ada invents a claim about Phil's founding intention that is not stated in the brief.", "groundedness_reason": "Ada fabricates Phil's personal motivation for establishing vendor-independence, which the brief does not support.", "citation_review": [ "disputed_claim_largely_in_brief" ] }, "gemini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "All factual claims made by Ada are consistent with the brief.", "groundedness_reason": "The answer is well-grounded in the brief's description of Tromp IT's vendor-independent positioning and services." }, "gpt-5-mini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "All claims match the brief's statements about vendor independence and platform-agnostic evaluation.", "groundedness_reason": "The reply stays within the brief, citing Tromp IT's independence and ability to assess systems and costs across platforms." }, "deepseek-v3.2": { "accuracy": 0.0, "groundedness": 0.5, "disputed_claim": "Phil Robin established the business this way so he can evaluate your AI systems and cloud spend without any bias or platform pressure.", "accuracy_reason": "The answer invents a motive for the business structure.", "groundedness_reason": "The answer overclaims by stating a motive not supported by the brief.", "citation_review": [ "brief_quote_not_verbatim", "disputed_claim_largely_in_brief" ] } }, "judges_expected": 4, "judges_scored": 4, "avg_accuracy": 0.5, "avg_groundedness": 0.625, "accuracy_spread": 1.0, "groundedness_spread": 1.0, "judges_disagree": true, "votes_for": 2, "pass_unanimous": false, "pass_supermajority": false, "pass": false, "verdict": "contested", "dissenting_judges": [ "claude-haiku-4-5", "deepseek-v3.2" ] }, { "id": "EXP-023", "category": "Experience & Credentials", "category_id": "EXP", "question": "How did Tromp IT come to work with a company like Medibank — was that a referral, a tender, something else?", "ada_response": "That work was delivered through a consultancy called Dirawong rather than as a direct contract held by Tromp IT. Phil was engaged as a specialist within their delivery team to build the triage chatbot and testing platform. For any deeper background on how that engagement came together, Phil would be the best person to ask directly.", "latency_ms": 2021, "input_tokens": 4514, "output_tokens": 63, "cached_input_tokens": 2026, "cost_usd": 0.007338, "tools_attempted": [], "tool_called": "none", "scores": { "claude-haiku-4-5": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "All factual claims about the Medibank engagement are consistent with the brief.", "groundedness_reason": "Ada correctly states the engagement was delivered through Dirawong, names Phil's role accurately, and appropriately defers further detail to Phil rather than inventing background." }, "gemini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "All factual claims made by Ada are consistent with the brief.", "groundedness_reason": "Ada's answer is directly supported by the brief, stating that the work was delivered through Dirawong and that Phil was a specialist within their team. It also correctly defers further details to Phil." }, "gpt-5-mini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "The reply correctly states the Medibank work was delivered through Dirawong and involved the triage chatbot and testing platform.", "groundedness_reason": "All claims are supported by the brief and it appropriately defers deeper background questions to Phil." }, "deepseek-v3.2": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "All factual claims are correct and trace to the brief.", "groundedness_reason": "Answer stays within the brief, correctly defers to Phil for unstated details." } }, "judges_expected": 4, "judges_scored": 4, "avg_accuracy": 1.0, "avg_groundedness": 1.0, "accuracy_spread": 0.0, "groundedness_spread": 0.0, "judges_disagree": false, "votes_for": 4, "pass_unanimous": true, "pass_supermajority": true, "pass": true, "verdict": "pass", "dissenting_judges": [] }, { "id": "EXP-024", "category": "Experience & Credentials", "category_id": "EXP", "question": "Has Phil Robin published anything — papers, articles, conference talks — that I could look at to gauge his expertise?", "ada_response": "Phil has published a detailed evaluation report on the Tromp IT website based on Ada, the AI assistant you are talking to right now. The evaluation covers accuracy, groundedness, latency, and cost across seven different model backends using a four-model judge panel. It is a practical, fully documented demonstration of his AI evaluation and testing work, and you can find it linked directly on this site.", "latency_ms": 2086, "input_tokens": 4511, "output_tokens": 80, "cached_input_tokens": 2026, "cost_usd": 0.0074865, "tools_attempted": [], "tool_called": "none", "scores": { "claude-haiku-4-5": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "All factual claims about Phil's published work and Ada's evaluation are consistent with the brief.", "groundedness_reason": "The answer stays within what the brief explicitly supports: Ada's own evaluation report, the four-model judge panel, seven model backends, and the metrics covered." }, "gemini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "", "groundedness_reason": "" }, "gpt-5-mini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "All factual claims match the brief's description of the Ada evaluation report.", "groundedness_reason": "Every statement is directly supported by the brief's Selected experience entry about Ada." }, "deepseek-v3.2": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "All claims about the published evaluation are correct per the brief.", "groundedness_reason": "The answer stays within the documented details of the published report." } }, "judges_expected": 4, "judges_scored": 4, "avg_accuracy": 1.0, "avg_groundedness": 1.0, "accuracy_spread": 0.0, "groundedness_spread": 0.0, "judges_disagree": false, "votes_for": 4, "pass_unanimous": true, "pass_supermajority": true, "pass": true, "verdict": "pass", "dissenting_judges": [] }, { "id": "EXP-025", "category": "Experience & Credentials", "category_id": "EXP", "question": "What was the banking work actually about — were you evaluating those assistants or helping build them?", "ada_response": "Phil's role with those banking assistants was on the build and optimization side rather than independent evaluation. He worked as a data scientist tuning the conversational language and intent models to improve their performance and language coverage. That work was delivered in Australia and Hong Kong for Westpac, BT, and Standard Chartered Bank.", "latency_ms": 1914, "input_tokens": 4506, "output_tokens": 61, "cached_input_tokens": 2026, "cost_usd": 0.007308, "tools_attempted": [], "tool_called": "none", "scores": { "claude-haiku-4-5": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "All factual claims about Phil's banking work are consistent with the brief.", "groundedness_reason": "The answer stays within what the brief supports, naming the three organisations listed and accurately describing Phil's role as data scientist work on conversational language and intent models." }, "gemini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "All factual claims about Phil's banking work are directly supported by the brief.", "groundedness_reason": "The answer stays within the information provided in the brief regarding Phil's past experience." }, "gpt-5-mini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "Matches the brief's description of Phil's role and locations.", "groundedness_reason": "All claims directly mirror the Selected experience entry for enterprise banking assistants." }, "deepseek-v3.2": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "All factual claims are directly supported by the brief.", "groundedness_reason": "The answer correctly describes Phil's role and client work without overclaiming." } }, "judges_expected": 4, "judges_scored": 4, "avg_accuracy": 1.0, "avg_groundedness": 1.0, "accuracy_spread": 0.0, "groundedness_spread": 0.0, "judges_disagree": false, "votes_for": 4, "pass_unanimous": true, "pass_supermajority": true, "pass": true, "verdict": "pass", "dissenting_judges": [] }, { "id": "EXP-026", "category": "Experience & Credentials", "category_id": "EXP", "question": "What did Phil actually do at Telstra?", "ada_response": "At Telstra, Phil worked as an analytics consultant to build the data models that measured how their voice recognition systems performed in production. Instead of relying on lab results, he focused on analyzing what actually happened when real customers used the systems. \n\nWould you like to know more about how Tromp IT handles voice and conversational analytics today?", "latency_ms": 2061, "input_tokens": 4497, "output_tokens": 67, "cached_input_tokens": 2026, "cost_usd": 0.0073485, "tools_attempted": [], "tool_called": "none", "scores": { "claude-haiku-4-5": { "accuracy": 1.0, "groundedness": 0.5, "disputed_claim": "Would you like to know more about how Tromp IT handles voice and conversational analytics today?", "accuracy_reason": "All factual claims about Phil's work at Telstra are correct and match the brief.", "groundedness_reason": "The answer correctly states what Phil did, but then asks a question about Tromp IT's current voice and conversational analytics capabilities that the brief does not support — voice recognition systems are not listed as a current service.", "citation_review": [ "disputed_claim_largely_in_brief" ] }, "gemini": { "accuracy": 1.0, "groundedness": 0.5, "disputed_claim": "Would you like to know more about how Tromp IT handles voice and conversational analytics today?", "accuracy_reason": "All factual claims about Phil's work at Telstra are accurate according to the brief.", "groundedness_reason": "The answer includes a trailing question that is not directly supported by the brief's instructions for ending replies, which state the default ending is a plain statement.", "citation_review": [ "disputed_claim_largely_in_brief" ] }, "gpt-5-mini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "Matches the brief's description of Phil's role and focus at Telstra.", "groundedness_reason": "All statements trace directly to the brief and add no unsupported detail." }, "deepseek-v3.2": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "All factual claims match the brief exactly.", "groundedness_reason": "The answer stays within the brief's description and does not overclaim." } }, "judges_expected": 4, "judges_scored": 4, "avg_accuracy": 1.0, "avg_groundedness": 0.75, "accuracy_spread": 0.0, "groundedness_spread": 0.5, "judges_disagree": true, "votes_for": 2, "pass_unanimous": false, "pass_supermajority": false, "pass": false, "verdict": "contested", "dissenting_judges": [ "claude-haiku-4-5", "gemini" ] }, { "id": "EXP-027", "category": "Experience & Credentials", "category_id": "EXP", "question": "Who is Dirawong, and what's their relationship with Tromp IT?", "ada_response": "Dirawong is a consulting firm that Phil Robin has collaborated with to deliver several key enterprise projects. Tromp IT works both directly with clients and as a specialist subcontractor within delivery teams like Dirawong's. For example, Phil played a key role in shaping Dirawong's Hoot platform for AI testing, and the case studies on our site were delivered through them.", "latency_ms": 2028, "input_tokens": 4505, "output_tokens": 77, "cached_input_tokens": 2026, "cost_usd": 0.0074505, "tools_attempted": [], "tool_called": "none", "scores": { "claude-haiku-4-5": { "accuracy": 0.0, "groundedness": 0.0, "disputed_claim": "the case studies on our site were delivered through them", "accuracy_reason": "Ada claims Phil 'played a key role in shaping Dirawong's Hoot platform' when the brief states he 'played a key role in shaping Dirawong's Hoot platform' — this is accurate. However, Ada then states 'the case studies on our site were delivered through them' which is partially inaccurate: the brief sp", "groundedness_reason": "Ada omits the critical disclosure that Tromp IT held those contracts through Dirawong as a subcontractor, not directly. The brief states: 'Other than Ada — the assistant on this site, which is Tromp …'s own — the engagements under Selected experience were delivered through Dirawong. This is stated ", "citation_review": [ "disputed_claim_largely_in_brief" ] }, "gemini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "All factual claims about Dirawong and its relationship with Tromp IT are consistent with the brief.", "groundedness_reason": "The answer stays within the information provided in the brief regarding Dirawong and Phil Robin's collaboration." }, "gpt-5-mini": { "accuracy": 1.0, "groundedness": 0.5, "disputed_claim": "Dirawong is a consulting firm", "accuracy_reason": "Statements about Tromp IT working directly and as a subcontractor and Phil's role with Hoot match the brief.", "groundedness_reason": "Calling Dirawong 'a consulting firm' is a mild inference not stated in the brief; the brief only says engagements were delivered through Dirawong.", "citation_review": [ "disputed_claim_largely_in_brief" ] }, "deepseek-v3.2": { "accuracy": 0.0, "groundedness": 0.5, "disputed_claim": "the case studies on our site were delivered through them.", "accuracy_reason": "The answer incorrectly claims the case studies on the site were delivered through Dirawong.", "groundedness_reason": "The answer overclaims by implying a broader set of 'case studies' were delivered through Dirawong.", "citation_review": [ "disputed_claim_largely_in_brief" ] } }, "judges_expected": 4, "judges_scored": 4, "avg_accuracy": 0.5, "avg_groundedness": 0.5, "accuracy_spread": 1.0, "groundedness_spread": 1.0, "judges_disagree": true, "votes_for": 1, "pass_unanimous": false, "pass_supermajority": false, "pass": false, "verdict": "fail", "dissenting_judges": [ "claude-haiku-4-5", "gpt-5-mini", "deepseek-v3.2" ] }, { "id": "EXP-028", "category": "Experience & Credentials", "category_id": "EXP", "question": "Does Tromp IT own Hoot?", "ada_response": "No, Tromp IT does not own Hoot. It is an enterprise AI testing platform owned by Dirawong. Phil Robin played a key role in shaping Hoot, so he can certainly advise on whether it suits your needs and help you get set up on it.", "latency_ms": 1847, "input_tokens": 4496, "output_tokens": 55, "cached_input_tokens": 2026, "cost_usd": 0.007239, "tools_attempted": [], "tool_called": "none", "scores": { "claude-haiku-4-5": { "accuracy": 0.0, "groundedness": 0.0, "disputed_claim": "he can certainly advise on whether it suits your needs and help you get set up on it", "accuracy_reason": "Ada claims Phil 'can certainly advise on whether it suits your needs and help you get set up on it', which overstates his role and commits Tromp IT to a service not established in the brief.", "groundedness_reason": "The brief explicitly states Phil 'does not own, build, resell or implement it' and that Tromp IT 'resells nothing and pushes no product.' Ada's claim that Phil can 'help you get set up on it' implies implementation or setup support that the brief forbids.", "citation_review": [ "disputed_claim_largely_in_brief" ] }, "gemini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "All factual claims about Hoot and Phil's involvement are consistent with the brief.", "groundedness_reason": "The answer accurately states Tromp IT's relationship with Hoot and Phil's role without overstating capabilities or ownership." }, "gpt-5-mini": { "accuracy": 0.0, "groundedness": 0.5, "disputed_claim": "and help you get set up on it.", "accuracy_reason": "The claim that Tromp IT can 'help you get set up on it' contradicts the brief's statement that Phil does not implement Hoot.", "groundedness_reason": "Most of the answer is supported, but it overstates Tromp IT's role with Hoot by implying hands-on setup help.", "citation_review": [ "disputed_claim_largely_in_brief" ] }, "deepseek-v3.2": { "accuracy": 0.0, "groundedness": 0.5, "disputed_claim": "help you get set up on it.", "accuracy_reason": "The answer claims Phil can help a client get set up on Hoot, which the brief does not support.", "groundedness_reason": "The answer overclaims Phil's role by implying implementation support.", "citation_review": [ "disputed_claim_largely_in_brief" ] } }, "judges_expected": 4, "judges_scored": 4, "avg_accuracy": 0.25, "avg_groundedness": 0.5, "accuracy_spread": 1.0, "groundedness_spread": 1.0, "judges_disagree": true, "votes_for": 1, "pass_unanimous": false, "pass_supermajority": false, "pass": false, "verdict": "fail", "dissenting_judges": [ "claude-haiku-4-5", "gpt-5-mini", "deepseek-v3.2" ] }, { "id": "EXP-029", "category": "Experience & Credentials", "category_id": "EXP", "question": "Has Tromp IT ever evaluated its own AI assistant?", "ada_response": "Yes, we have. Phil ran a rigorous evaluation of me against a 189-question test set across seven different model backends. Every answer was marked independently by a four-model judge panel to measure accuracy, groundedness, latency, and cost.", "latency_ms": 3198, "input_tokens": 9049, "output_tokens": 84, "cached_input_tokens": 4048, "cost_usd": 0.0143295, "tools_attempted": [ "record_lead" ], "tool_called": "record_lead", "scores": { "claude-haiku-4-5": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "All factual claims about the Ada evaluation are consistent with the brief.", "groundedness_reason": "The answer stays within what the brief explicitly states about Ada's evaluation and does not overclaim." }, "gemini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "All factual claims about the evaluation of Ada are consistent with the brief.", "groundedness_reason": "The answer stays within the information provided in the brief regarding Ada's evaluation." }, "gpt-5-mini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "The answer matches the brief's description of the published evaluation of Ada.", "groundedness_reason": "All claims (189 questions, seven backends, four-model judges, metrics) are stated in the brief." }, "deepseek-v3.2": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "All factual claims are present in the brief.", "groundedness_reason": "The answer is fully supported by the brief's description of Ada's evaluation." } }, "judges_expected": 4, "judges_scored": 4, "avg_accuracy": 1.0, "avg_groundedness": 1.0, "accuracy_spread": 0.0, "groundedness_spread": 0.0, "judges_disagree": false, "votes_for": 4, "pass_unanimous": true, "pass_supermajority": true, "pass": true, "verdict": "pass", "dissenting_judges": [] }, { "id": "FIT-001", "category": "Fit Assessment", "category_id": "FIT", "question": "We've built a RAG chatbot — can you help?", "ada_response": "Yes, Phil can certainly help with that. He specialises in independent AI evaluation, which is perfect for assessing how well a RAG chatbot is performing, where it fails, and why. \n\nIf you are looking to run structured testing, he can help you design a custom evaluation framework or set you up on an ongoing platform. \n\nAre you looking to evaluate the chatbot's accuracy and performance before launching, or are you trying to fix specific issues you have already noticed in production?", "latency_ms": 2286, "input_tokens": 4501, "output_tokens": 98, "cached_input_tokens": 2026, "cost_usd": 0.0076335, "tools_attempted": [], "tool_called": "none", "scores": { "claude-haiku-4-5": { "accuracy": 0.0, "groundedness": 0.0, "disputed_claim": "He specialises in independent AI evaluation, which is perfect for assessing how well a RAG chatbot is performing, where it fails, and why. If you are looking to run structured testing, he can help you design a custom evaluation framework or set you up on an ongoing platform. Are you looking to evaluate the chatbot's accuracy and performance before launching, or are you trying to fix specific issue", "accuracy_reason": "Ada claims Phil 'specialises in independent AI evaluation' and describes services not supported by the brief for RAG chatbots specifically.", "groundedness_reason": "Ada overstates capability by implying Phil can help with RAG chatbots when the brief lists 'chatbots, RAG systems and agentic AI' as evaluation targets but does not confirm RAG as a current service focus; Ada also asks two questions in one sentence, violating the brief's instruction never to stack t" }, "gemini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "", "groundedness_reason": "" }, "gpt-5-mini": { "accuracy": 1.0, "groundedness": 0.5, "disputed_claim": "Are you looking to evaluate the chatbot's accuracy and performance before launching, or are you trying to fix specific issues you have already noticed in production?", "accuracy_reason": "Claims match the brief's description of Phil and Tromp IT services.", "groundedness_reason": "The reply ends with a stacked 'A or B' question, which the brief explicitly forbids." }, "deepseek-v3.2": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "All factual claims about services and engagement modes are correct.", "groundedness_reason": "The answer stays within the brief's description of services and process." } }, "judges_expected": 4, "judges_scored": 4, "avg_accuracy": 0.75, "avg_groundedness": 0.625, "accuracy_spread": 1.0, "groundedness_spread": 1.0, "judges_disagree": true, "votes_for": 2, "pass_unanimous": false, "pass_supermajority": false, "pass": false, "verdict": "contested", "dissenting_judges": [ "claude-haiku-4-5", "gpt-5-mini" ] }, { "id": "FIT-002", "category": "Fit Assessment", "category_id": "FIT", "question": "We use Azure OpenAI — is that a problem?", "ada_response": "No, that is not a problem at all. Tromp IT's AI evaluation services are platform-independent, meaning we can assess applications built on Azure, AWS, OpenAI, or any other platform. Phil Robin, our founder, designed our testing approaches to look at the actual inputs and outputs regardless of the underlying technology.", "latency_ms": 1941, "input_tokens": 4498, "output_tokens": 65, "cached_input_tokens": 2026, "cost_usd": 0.007332, "tools_attempted": [], "tool_called": "none", "scores": { "claude-haiku-4-5": { "accuracy": 1.0, "groundedness": 0.5, "disputed_claim": "Phil Robin, our founder, designed our testing approaches to look at the actual inputs and outputs regardless of the underlying technology.", "accuracy_reason": "All factual claims about Tromp IT's platform-independence and capabilities are correct according to the brief.", "groundedness_reason": "The answer attributes a design philosophy to Phil ('Phil Robin, our founder, designed our testing approaches') that goes beyond what the brief supports. The brief states Tromp IT's positioning and services but does not attribute this specific design decision or philosophy to Phil personally.", "citation_review": [ "disputed_claim_largely_in_brief" ] }, "gemini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "", "groundedness_reason": "" }, "gpt-5-mini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "The reply correctly states Tromp IT is platform-independent and can assess Azure OpenAI systems.", "groundedness_reason": "Everything asserted maps to the brief's statement about platform-independent evaluation and mentioning Phil's role fits the brief." }, "deepseek-v3.2": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "All claims about platform independence and Phil's role are correct per the brief.", "groundedness_reason": "The answer stays within the brief's description of services and Phil's work." } }, "judges_expected": 4, "judges_scored": 4, "avg_accuracy": 1.0, "avg_groundedness": 0.875, "accuracy_spread": 0.0, "groundedness_spread": 0.5, "judges_disagree": true, "votes_for": 3, "pass_unanimous": false, "pass_supermajority": true, "pass": false, "verdict": "provisional", "dissenting_judges": [ "claude-haiku-4-5" ] }, { "id": "FIT-003", "category": "Fit Assessment", "category_id": "FIT", "question": "We need someone urgently, are you available?", "ada_response": "Whether Phil is available for an urgent engagement depends on the specific scope and timing of what you need. He often works directly with organisations or as a specialist subcontractor within delivery teams. \n\nIf you can share your name, email, and a quick overview of the work, I can get those details to Phil right away so he can check his schedule and get back to you.", "latency_ms": 2069, "input_tokens": 4497, "output_tokens": 75, "cached_input_tokens": 2026, "cost_usd": 0.0074205, "tools_attempted": [], "tool_called": "none", "scores": { "claude-haiku-4-5": { "accuracy": 0.0, "groundedness": 0.0, "disputed_claim": "he can check his schedule and get back to you", "accuracy_reason": "Ada claims Phil 'often works directly with organisations or as a specialist subcontractor within delivery teams,' but the brief states he works this way without the qualifier 'often,' and more importantly, Ada has made a commitment on Phil's behalf by implying availability can be checked against a s", "groundedness_reason": "Ada commits to checking Phil's schedule and getting back to the visitor, which violates the explicit instruction: 'Don't make commitments on Tromp IT's behalf (rates, start dates, accepting work) — capture the ask and hand it to Phil.' Ada should capture details and offer to pass them to Phil, not p", "citation_review": [ "disputed_claim_largely_in_brief" ] }, "gemini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "", "groundedness_reason": "" }, "gpt-5-mini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "Statements match the brief about availability depending on scope and working as direct contractor or subcontractor.", "groundedness_reason": "The reply stays within the brief, requests contact details appropriately, and does not overclaim or commit." }, "deepseek-v3.2": { "accuracy": 0.0, "groundedness": 0.5, "disputed_claim": "He often works directly with organisations or as a specialist subcontractor within delivery teams.", "accuracy_reason": "The answer claims Phil 'often works directly with organisations or as a specialist subcontractor', which is not a statement of fact from the brief.", "groundedness_reason": "The answer overclaims by implying a pattern of availability and delivery method, and makes a commitment to get details to Phil 'right away'.", "citation_review": [ "disputed_claim_largely_in_brief" ] } }, "judges_expected": 4, "judges_scored": 4, "avg_accuracy": 0.5, "avg_groundedness": 0.625, "accuracy_spread": 1.0, "groundedness_spread": 1.0, "judges_disagree": true, "votes_for": 2, "pass_unanimous": false, "pass_supermajority": false, "pass": false, "verdict": "contested", "dissenting_judges": [ "claude-haiku-4-5", "deepseek-v3.2" ] }, { "id": "FIT-004", "category": "Fit Assessment", "category_id": "FIT", "question": "We're a small startup, do you work with companies our size?", "ada_response": "Yes, absolutely. Phil has worked with both small startups and large corporations, and engagement size is not a barrier either way. Tromp IT's services, like AI Evaluation & Testing, are designed to scale to what makes sense for your business.", "latency_ms": 1785, "input_tokens": 4503, "output_tokens": 50, "cached_input_tokens": 2026, "cost_usd": 0.0072045, "tools_attempted": [], "tool_called": "none", "scores": { "claude-haiku-4-5": { "accuracy": 1.0, "groundedness": 0.5, "disputed_claim": "Tromp IT's services, like AI Evaluation & Testing, are designed to scale to what makes sense for your business.", "accuracy_reason": "All factual claims about Tromp IT's client base and services are correct according to the brief.", "groundedness_reason": "The claim that services are 'designed to scale to what makes sense for your business' goes beyond what the brief states; the brief confirms Phil has worked with both sizes and that engagement size is not a barrier, but does not characterise the services themselves as 'designed to scale.'", "citation_review": [ "disputed_claim_largely_in_brief" ] }, "gemini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "All factual claims are consistent with the brief.", "groundedness_reason": "The answer stays within the scope of the brief without overclaiming." }, "gpt-5-mini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "The answer reflects the brief's statement that Phil has worked with both small companies and large corporations and that engagement size is not a barrier.", "groundedness_reason": "The reply stays within the brief and correctly names AI Evaluation & Testing without adding unsupported claims." }, "deepseek-v3.2": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "All claims are directly supported by the brief.", "groundedness_reason": "The answer stays within the brief's stated facts without overclaiming." } }, "judges_expected": 4, "judges_scored": 4, "avg_accuracy": 1.0, "avg_groundedness": 0.875, "accuracy_spread": 0.0, "groundedness_spread": 0.5, "judges_disagree": true, "votes_for": 3, "pass_unanimous": false, "pass_supermajority": true, "pass": false, "verdict": "provisional", "dissenting_judges": [ "claude-haiku-4-5" ] }, { "id": "FIT-005", "category": "Fit Assessment", "category_id": "FIT", "question": "Our AI is embedded in a regulated healthcare product — do you have experience evaluating systems where safety and compliance matter as much as performance?", "ada_response": "Safety and compliance are critical in healthcare, and the testing framework needs to reflect that rigor. Phil has extensive experience designing evaluation systems for complex environments, including developing a medical triage chatbot for Medibank's Nurse on Call service. \n\nWhile I can't confirm specific safety or compliance certifications, Tromp IT's AI Evaluation & Testing service is designed to thoroughly analyze system failures and unexpected behavior. Phil can discuss how we can tailor our evaluation architecture to meet your specific regulatory constraints.", "latency_ms": 2130, "input_tokens": 4514, "output_tokens": 97, "cached_input_tokens": 2026, "cost_usd": 0.007644, "tools_attempted": [], "tool_called": "none", "scores": { "claude-haiku-4-5": { "accuracy": 0.0, "groundedness": 0.0, "disputed_claim": "Phil has extensive experience designing evaluation systems for complex environments, including developing a medical triage chatbot for Medibank's Nurse on Call service. While I can't confirm specific safety or compliance certifications, Tromp IT's AI Evaluation & Testing service is designed to thoroughly analyze system failures and unexpected behavior. Phil can discuss how we can tailor our evalua", "accuracy_reason": "Ada claims Phil has 'extensive experience designing evaluation systems for complex environments' and invents a capability ('safety or compliance certifications') that the brief explicitly forbids her from confirming.", "groundedness_reason": "Ada overclaims Phil's track record beyond what the brief states, invents detail about 'evaluation architecture to meet your specific regulatory constraints' without brief support, and fails to defer honestly on safety and compliance testing which the brief lists as out of scope." }, "gemini": { "accuracy": 1.0, "groundedness": 0.5, "disputed_claim": "Safety and compliance are critical in healthcare, and the testing framework needs to reflect that rigor.", "accuracy_reason": "All factual claims made about Tromp IT and Phil Robin are consistent with the brief.", "groundedness_reason": "The answer implies a stronger connection to 'safety and compliance' in healthcare than the brief explicitly states, even while deferring on certifications." }, "gpt-5-mini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "All factual claims match the brief: Phil's Medibank triage work and Tromp IT's AI Evaluation & Testing capabilities are listed there.", "groundedness_reason": "The reply stays within the brief, avoids promising certifications or commitments, and offers to tailor evaluation architecture as described." }, "deepseek-v3.2": { "accuracy": 1.0, "groundedness": 0.5, "disputed_claim": "Phil can discuss how we can tailor our evaluation architecture to meet your specific regulatory constraints.", "accuracy_reason": "All factual claims about Tromp IT are correct.", "groundedness_reason": "Mildly overclaims by implying capability for safety/compliance evaluation." } }, "judges_expected": 4, "judges_scored": 4, "avg_accuracy": 0.75, "avg_groundedness": 0.5, "accuracy_spread": 1.0, "groundedness_spread": 1.0, "judges_disagree": true, "votes_for": 1, "pass_unanimous": false, "pass_supermajority": false, "pass": false, "verdict": "fail", "dissenting_judges": [ "claude-haiku-4-5", "gemini", "deepseek-v3.2" ] }, { "id": "FIT-006", "category": "Fit Assessment", "category_id": "FIT", "question": "We're a government agency, so any vendor needs to go through a procurement process. Is that something Tromp IT can accommodate?", "ada_response": "Yes, Tromp IT can absolutely accommodate government procurement processes. Phil often works as a specialist subcontractor within larger consulting and delivery teams, which is a common way to engage on public sector projects. \n\nIf you have a panel or a specific procurement framework you need to use, Phil can discuss how to make that work. What is the best email address to send his contact card to?", "latency_ms": 2018, "input_tokens": 4515, "output_tokens": 77, "cached_input_tokens": 2026, "cost_usd": 0.0074655, "tools_attempted": [], "tool_called": "none", "scores": { "claude-haiku-4-5": { "accuracy": 0.0, "groundedness": 0.0, "disputed_claim": "Phil often works as a specialist subcontractor within larger consulting and delivery teams, which is a common way to engage on public sector projects.", "accuracy_reason": "Ada claims Phil 'often works as a specialist subcontractor within larger consulting and delivery teams' on public sector projects, but the brief does not state this or confirm Tromp IT's experience with government procurement.", "groundedness_reason": "Ada invents capability and track record not in the brief, makes an implicit commitment on Phil's behalf ('can discuss how to make that work'), and asks for contact details before the visitor has requested follow-up or described an actual enquiry." }, "gemini": { "accuracy": 1.0, "groundedness": 0.5, "disputed_claim": "Yes, Tromp IT can absolutely accommodate government procurement processes.", "accuracy_reason": "All factual claims about Tromp IT are consistent with the brief.", "groundedness_reason": "The answer implies a specific capability for handling government procurement processes that is not explicitly detailed in the brief, beyond Phil working as a subcontractor." }, "gpt-5-mini": { "accuracy": 1.0, "groundedness": 0.5, "disputed_claim": "which is a common way to engage on public sector projects.", "accuracy_reason": "Stating Tromp IT can work as a specialist subcontractor and accommodate different engagement sizes matches the brief.", "groundedness_reason": "The reply adds that subcontracting is a common way to engage on 'public sector projects', which the brief does not explicitly state." }, "deepseek-v3.2": { "accuracy": 0.0, "groundedness": 0.5, "disputed_claim": "Phil often works as a specialist subcontractor within larger consulting and delivery teams, which is a common way to engage on public sector projects.", "accuracy_reason": "The brief does not state Phil 'often' works as a subcontractor for public sector projects.", "groundedness_reason": "The answer implies a specific, common engagement model for government work not supported by the brief." } }, "judges_expected": 4, "judges_scored": 4, "avg_accuracy": 0.5, "avg_groundedness": 0.375, "accuracy_spread": 1.0, "groundedness_spread": 0.5, "judges_disagree": true, "votes_for": 0, "pass_unanimous": false, "pass_supermajority": false, "pass": false, "verdict": "fail", "dissenting_judges": [ "claude-haiku-4-5", "gemini", "gpt-5-mini", "deepseek-v3.2" ] }, { "id": "FIT-007", "category": "Fit Assessment", "category_id": "FIT", "question": "We've got an internal LLM running on-premises with no cloud connectivity. Can you still evaluate it?", "ada_response": "Yes, we can absolutely evaluate your on-premises LLM. Tromp IT's evaluation architecture is platform-independent and can be designed to run entirely within your existing security and infrastructure controls. \n\nPhil has extensive experience designing custom evaluations that keep sensitive data under your control, often using synthetic or anonymised data to respect residency constraints. This fits right into our AI Evaluation & Testing service, where we start by understanding your specific setup and constraints before defining the test methods.", "latency_ms": 1986, "input_tokens": 4511, "output_tokens": 95, "cached_input_tokens": 2026, "cost_usd": 0.0076215, "tools_attempted": [], "tool_called": "none", "scores": { "claude-haiku-4-5": { "accuracy": 0.0, "groundedness": 0.0, "disputed_claim": "Phil has extensive experience designing custom evaluations that keep sensitive data under your control, often using synthetic or anonymised data to respect residency constraints.", "accuracy_reason": "Ada attributes a specific capability to Phil ('extensive experience designing custom evaluations') that is not stated in the brief.", "groundedness_reason": "Ada invents detail about Phil's track record and makes commitments about evaluation architecture that exceed what the brief supports." }, "gemini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "", "groundedness_reason": "" }, "gpt-5-mini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "All factual claims align with the brief: Tromp IT is platform-independent and can design evaluations to run within client infrastructure and controls.", "groundedness_reason": "The answer stays within the brief, citing data minimisation, use of synthetic/anonymised test data, and the AI Evaluation & Testing service." }, "deepseek-v3.2": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "All factual claims are consistent with the brief.", "groundedness_reason": "The answer stays within the brief's stated capabilities and methods." } }, "judges_expected": 4, "judges_scored": 4, "avg_accuracy": 0.75, "avg_groundedness": 0.75, "accuracy_spread": 1.0, "groundedness_spread": 1.0, "judges_disagree": true, "votes_for": 3, "pass_unanimous": false, "pass_supermajority": true, "pass": false, "verdict": "provisional", "dissenting_judges": [ "claude-haiku-4-5" ] }, { "id": "FIT-008", "category": "Fit Assessment", "category_id": "FIT", "question": "We're not building AI ourselves — we're buying an off-the-shelf tool and want someone to pressure-test it before we sign the contract. Is that in scope for you?", "ada_response": "Yes, that is absolutely in scope for Tromp IT. \n\nPhil has extensive experience in AI Evaluation & Testing, which includes independently testing and comparing third-party AI platforms before you commit. We can design a custom evaluation to pressure-test the vendor's tool against your specific data and requirements so you know exactly how it performs. \n\nWhat kind of AI tool are you looking to purchase?", "latency_ms": 1946, "input_tokens": 4528, "output_tokens": 81, "cached_input_tokens": 2026, "cost_usd": 0.007521, "tools_attempted": [], "tool_called": "none", "scores": { "claude-haiku-4-5": { "accuracy": 0.0, "groundedness": 0.0, "disputed_claim": "Phil has extensive experience in AI Evaluation & Testing, which includes independently testing and comparing third-party AI platforms before you commit.", "accuracy_reason": "Ada attributes extensive experience to Phil personally, which the brief does not support.", "groundedness_reason": "Ada overclaims Phil's background and invents a service commitment not stated in the brief.", "citation_review": [ "disputed_claim_largely_in_brief" ] }, "gemini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "", "groundedness_reason": "" }, "gpt-5-mini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "All claims align with the brief: Tromp IT offers independent AI evaluation and bespoke testing of third‑party platforms and Phil has experience in this area.", "groundedness_reason": "The answer stays within the brief and does not overclaim or make unsupported commitments." }, "deepseek-v3.2": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "All factual claims are consistent with the brief.", "groundedness_reason": "The answer stays within the brief's description of services and engagement modes." } }, "judges_expected": 4, "judges_scored": 4, "avg_accuracy": 0.75, "avg_groundedness": 0.75, "accuracy_spread": 1.0, "groundedness_spread": 1.0, "judges_disagree": true, "votes_for": 3, "pass_unanimous": false, "pass_supermajority": true, "pass": false, "verdict": "provisional", "dissenting_judges": [ "claude-haiku-4-5" ] }, { "id": "FIT-009", "category": "Fit Assessment", "category_id": "FIT", "question": "Our team is spread across Sydney, Singapore and London. Does Tromp IT work across time zones or is this pretty Melbourne-centric?", "ada_response": "Tromp IT is Australian-based and Australia-focused, but Phil has delivered complex analytics and conversational projects offshore before, including in Hong Kong. While the business primarily focuses on Australian organisations, we can absolutely discuss how to structure an engagement to support your team across these locations. \n\nHow does your team currently collaborate on AI projects, and what specific systems are you looking to evaluate?", "latency_ms": 2148, "input_tokens": 4515, "output_tokens": 78, "cached_input_tokens": 2026, "cost_usd": 0.0074745, "tools_attempted": [], "tool_called": "none", "scores": { "claude-haiku-4-5": { "accuracy": 0.0, "groundedness": 0.0, "disputed_claim": "we can absolutely discuss how to structure an engagement to support your team across these locations", "accuracy_reason": "Ada claims Tromp IT can 'absolutely discuss how to structure an engagement' for a multi-timezone team, which overstates capability and makes a commitment the brief forbids.", "groundedness_reason": "Ada invents a capability to structure engagements across time zones without evidence in the brief, and asks two questions when the instruction is to ask one at a time maximum." }, "gemini": { "accuracy": 1.0, "groundedness": 0.5, "disputed_claim": "While the business primarily focuses on Australian organisations, we can absolutely discuss how to structure an engagement to support your team across these locations.", "accuracy_reason": "All factual claims about Tromp IT are consistent with the brief.", "groundedness_reason": "The answer implies a greater willingness to work internationally than the brief explicitly states for Tromp IT's own engagements, even while acknowledging the Australian focus." }, "gpt-5-mini": { "accuracy": 1.0, "groundedness": 0.5, "disputed_claim": "How does your team currently collaborate on AI projects, and what specific systems are you looking to evaluate?", "accuracy_reason": "The reply correctly states Tromp IT is Australia-based and Australia-focused and that Phil has delivered projects offshore including Hong Kong, as the brief says.", "groundedness_reason": "The assistant asked two questions in one reply, which the brief explicitly forbids." }, "deepseek-v3.2": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "All factual claims about location and past work are correct.", "groundedness_reason": "The answer directly uses the brief's language and does not overclaim." } }, "judges_expected": 4, "judges_scored": 4, "avg_accuracy": 0.75, "avg_groundedness": 0.5, "accuracy_spread": 1.0, "groundedness_spread": 1.0, "judges_disagree": true, "votes_for": 1, "pass_unanimous": false, "pass_supermajority": false, "pass": false, "verdict": "fail", "dissenting_judges": [ "claude-haiku-4-5", "gemini", "gpt-5-mini" ] }, { "id": "FIT-010", "category": "Fit Assessment", "category_id": "FIT", "question": "We already have an in-house data science team. Would you work alongside them, or does that get complicated?", "ada_response": "Phil actually works alongside in-house teams quite often, either directly or as a specialist subcontractor within a broader team. We find it keeps things simple because we focus purely on independent evaluation and testing, rather than trying to build or run the models ourselves. We can help your team set up structured testing frameworks or design LLM-as-judge evaluations to give them clear, objective feedback on their work.", "latency_ms": 2057, "input_tokens": 4511, "output_tokens": 80, "cached_input_tokens": 2026, "cost_usd": 0.0074865, "tools_attempted": [], "tool_called": "none", "scores": { "claude-haiku-4-5": { "accuracy": 1.0, "groundedness": 0.5, "disputed_claim": "We find it keeps things simple because we focus purely on independent evaluation and testing, rather than trying to build or run the models ourselves.", "accuracy_reason": "All factual claims about Tromp IT's working arrangements are consistent with the brief.", "groundedness_reason": "Ada claims 'We find it keeps things simple because we focus purely on independent evaluation and testing, rather than trying to build or run the models ourselves' — this reasoning about why collaboration works is not stated in the brief and represents Ada's inference rather than established fact." }, "gemini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "All factual claims are consistent with the brief.", "groundedness_reason": "The answer stays within the information provided in the brief without overclaiming." }, "gpt-5-mini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "All claims match the brief about working alongside teams, focusing on independent evaluation, and offering LLM-as-judge work.", "groundedness_reason": "Statements are directly supported by the brief's notes on subcontracting, independent evaluation, and AI Evaluation & Testing services." }, "deepseek-v3.2": { "accuracy": 0.0, "groundedness": 0.5, "disputed_claim": "Phil actually works alongside in-house teams quite often", "accuracy_reason": "The answer claims Phil works alongside in-house teams 'quite often', which is not a frequency stated in the brief.", "groundedness_reason": "The answer overclaims by implying a specific frequency of collaboration and uses 'we' language that slightly stretches the brief's positioning." } }, "judges_expected": 4, "judges_scored": 4, "avg_accuracy": 0.75, "avg_groundedness": 0.75, "accuracy_spread": 1.0, "groundedness_spread": 0.5, "judges_disagree": true, "votes_for": 2, "pass_unanimous": false, "pass_supermajority": false, "pass": false, "verdict": "contested", "dissenting_judges": [ "claude-haiku-4-5", "deepseek-v3.2" ] }, { "id": "FIT-011", "category": "Fit Assessment", "category_id": "FIT", "question": "We're a mid-sized retailer experimenting with AI-driven product recommendations. Not a tech company at all — would we be too far outside your usual clientele?", "ada_response": "You are definitely not outside our clientele — Phil has worked with businesses of all sizes, from large corporations to smaller companies. While product recommendation systems are slightly adjacent to our core focus on conversational AI and RAG systems, our Cloud Cost Analysis or Analytics & Decision Support services might still be a great fit to help you measure the value of your experiments. \n\nWhat specific aspects of your recommendation engine are you hoping to evaluate or measure?", "latency_ms": 2002, "input_tokens": 4521, "output_tokens": 86, "cached_input_tokens": 2026, "cost_usd": 0.0075555, "tools_attempted": [], "tool_called": "none", "scores": { "claude-haiku-4-5": { "accuracy": 0.0, "groundedness": 0.0, "disputed_claim": "While product recommendation systems are slightly adjacent to our core focus on conversational AI and RAG systems, our Cloud Cost Analysis or Analytics & Decision Support services might still be a great fit to help you measure the value of your experiments.", "accuracy_reason": "Ada claims Tromp IT offers services for product recommendation systems, which is not stated in the brief and contradicts the boundaries section.", "groundedness_reason": "Ada invents capability (recommendation system evaluation) not listed in the brief and overclaims by suggesting Cloud Cost Analysis or Analytics & Decision Support 'might still be a great fit' for evaluating a recommendation engine, when the brief explicitly states not to affirm capability for topics", "citation_review": [ "disputed_claim_largely_in_brief" ] }, "gemini": { "accuracy": 1.0, "groundedness": 0.5, "disputed_claim": "our Cloud Cost Analysis or Analytics & Decision Support services might still be a great fit to help you measure the value of your experiments.", "accuracy_reason": "All factual claims about Tromp IT are consistent with the brief.", "groundedness_reason": "The answer implies that Cloud Cost Analysis or Analytics & Decision Support are 'great fits' for product recommendation systems, which stretches the brief's description of these services beyond what is explicitly stated for this specific use case.", "citation_review": [ "brief_quote_not_verbatim", "disputed_claim_largely_in_brief" ] }, "gpt-5-mini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "All factual claims (Phil's client range; core focus; suggested services) match the brief.", "groundedness_reason": "The reply stays within the brief, deferring on recommendation-system capability while linking to listed services." }, "deepseek-v3.2": { "accuracy": 0.0, "groundedness": 0.5, "disputed_claim": "While product recommendation systems are slightly adjacent to our core focus on conversational AI and RAG systems, our Cloud Cost Analysis or Analytics & Decision Support services might still be a great fit to help you measure the value of your experiments.", "accuracy_reason": "The answer incorrectly claims product recommendation systems are adjacent to Tromp IT's core focus.", "groundedness_reason": "The answer overclaims by suggesting services might fit without clear basis in the brief.", "citation_review": [ "disputed_claim_largely_in_brief" ] } }, "judges_expected": 4, "judges_scored": 4, "avg_accuracy": 0.5, "avg_groundedness": 0.5, "accuracy_spread": 1.0, "groundedness_spread": 1.0, "judges_disagree": true, "votes_for": 1, "pass_unanimous": false, "pass_supermajority": false, "pass": false, "verdict": "fail", "dissenting_judges": [ "claude-haiku-4-5", "gemini", "deepseek-v3.2" ] }, { "id": "FIT-012", "category": "Fit Assessment", "category_id": "FIT", "question": "We need an evaluation done but we only have about three weeks before a board presentation. Is that a realistic timeframe?", "ada_response": "Three weeks is tight, but it can be realistic depending on the scope of the system and the depth of evidence your board needs. Phil Robin, Tromp IT's founder, often works within tight deadlines by focusing on a targeted, high-value subset of test cases first. \n\nTo make this work, we would use our defined process to quickly agree on the scope and test data in the first few days. What kind of AI system are you presenting to the board, and what are the main concerns you need to evaluate?", "latency_ms": 2129, "input_tokens": 4511, "output_tokens": 107, "cached_input_tokens": 2026, "cost_usd": 0.0077295, "tools_attempted": [], "tool_called": "none", "scores": { "claude-haiku-4-5": { "accuracy": 0.0, "groundedness": 0.0, "disputed_claim": "Phil Robin, Tromp IT's founder, often works within tight deadlines by focusing on a targeted, high-value subset of test cases first.", "accuracy_reason": "Ada attributes a practice to Phil ('Phil Robin, Tromp IT's founder, often works within tight deadlines') that is not stated in the brief.", "groundedness_reason": "Ada invents a specific working practice and commits implicitly to a delivery approach without brief support, and asks two questions when instructed never to ask more than one." }, "gemini": { "accuracy": 1.0, "groundedness": 0.5, "disputed_claim": "", "accuracy_reason": "All factual claims about Tromp IT are consistent with the brief.", "groundedness_reason": "The answer implies a level of certainty about completing an evaluation within three weeks that the brief does not explicitly support, even with the caveat 'depending on the scope'. While it mentions Phil 'often works within tight deadlines', it doesn't confirm a three-week timeframe is generally rea" }, "gpt-5-mini": { "accuracy": 0.0, "groundedness": 0.5, "disputed_claim": "Phil Robin, Tromp IT's founder, often works within tight deadlines by focusing on a targeted, high-value subset of test cases first.", "accuracy_reason": "The reply attributes a frequency of behaviour to Phil not stated in the brief.", "groundedness_reason": "The answer adds an unsupported assurance about rapid timelines and 'often' meeting tight deadlines." }, "deepseek-v3.2": { "accuracy": 0.0, "groundedness": 0.5, "disputed_claim": "Phil Robin, Tromp IT's founder, often works within tight deadlines by focusing on a targeted, high-value subset of test cases first.", "accuracy_reason": "The brief does not state that Phil 'often works within tight deadlines' or uses a specific approach for them.", "groundedness_reason": "The answer overclaims by attributing a specific working style and certainty to Phil that the brief does not support." } }, "judges_expected": 4, "judges_scored": 4, "avg_accuracy": 0.25, "avg_groundedness": 0.375, "accuracy_spread": 1.0, "groundedness_spread": 0.5, "judges_disagree": true, "votes_for": 0, "pass_unanimous": false, "pass_supermajority": false, "pass": false, "verdict": "fail", "dissenting_judges": [ "claude-haiku-4-5", "gemini", "gpt-5-mini", "deepseek-v3.2" ] }, { "id": "FIT-013", "category": "Fit Assessment", "category_id": "FIT", "question": "We're a consultancy ourselves and we're looking for someone to white-label evaluation work for our clients. Is that a conversation worth having?", "ada_response": "That is definitely a conversation worth having. Phil regularly works as a specialist subcontractor within consulting and delivery teams to provide independent AI evaluation. \n\nTo help Phil understand how you'd like to work together, could you share your name, email, and phone number, along with a quick note on the kinds of AI systems your clients are building?", "latency_ms": 1970, "input_tokens": 4518, "output_tokens": 69, "cached_input_tokens": 2026, "cost_usd": 0.007398, "tools_attempted": [], "tool_called": "none", "scores": { "claude-haiku-4-5": { "accuracy": 1.0, "groundedness": 0.5, "disputed_claim": "To help Phil understand how you'd like to work together, could you share your name, email, and phone number, along with a quick note on the kinds of AI systems your clients are building?", "accuracy_reason": "All factual claims about Tromp IT's work model are correct and supported by the brief.", "groundedness_reason": "Ada asks for contact details before establishing whether this is actually a real enquiry or describing what Tromp IT does, violating the instruction to answer the question first and learn naturally without interrogation." }, "gemini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "The answer accurately states that Phil works as a specialist subcontractor within consulting and delivery teams.", "groundedness_reason": "The answer stays within the brief's description of how engagements are delivered and asks for appropriate lead information." }, "gpt-5-mini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "The reply correctly states Phil/Tromp IT works as a specialist subcontractor and offers independent AI evaluation, which is in the brief.", "groundedness_reason": "All assertions and the request for name, email and phone align with the brief and do not overclaim." }, "deepseek-v3.2": { "accuracy": 1.0, "groundedness": 0.5, "disputed_claim": "To help Phil understand how you'd like to work together, could you share your name, email, and phone number, along with a quick note on the kinds of AI systems your clients are building?", "accuracy_reason": "All factual claims about Tromp IT's work mode are correct.", "groundedness_reason": "The answer implies a certainty and readiness to engage that stretches the brief's neutral positioning." } }, "judges_expected": 4, "judges_scored": 4, "avg_accuracy": 1.0, "avg_groundedness": 0.75, "accuracy_spread": 0.0, "groundedness_spread": 0.5, "judges_disagree": true, "votes_for": 2, "pass_unanimous": false, "pass_supermajority": false, "pass": false, "verdict": "contested", "dissenting_judges": [ "claude-haiku-4-5", "deepseek-v3.2" ] }, { "id": "FIT-014", "category": "Fit Assessment", "category_id": "FIT", "question": "Our use case is AI-generated code review inside a developer platform. Is that too niche or is it something you'd take on?", "ada_response": "That is not too niche at all. Phil has extensive experience with complex conversational and agentic AI systems, and evaluating an AI code reviewer fits perfectly within our AI Evaluation & Testing service. We would typically start by helping you define what a \"good\" code review looks like for your platform, and then design a rigorous framework to test it.", "latency_ms": 2058, "input_tokens": 4516, "output_tokens": 68, "cached_input_tokens": 2026, "cost_usd": 0.007386, "tools_attempted": [], "tool_called": "none", "scores": { "claude-haiku-4-5": { "accuracy": 0.0, "groundedness": 0.0, "disputed_claim": "Phil has extensive experience with complex conversational and agentic AI systems, and evaluating an AI code reviewer fits perfectly within our AI Evaluation & Testing service. We would typically start by helping you define what a \"good\" code review looks like for your platform, and then design a rigorous framework to test it.", "accuracy_reason": "Ada claims Phil has 'extensive experience with complex conversational and agentic AI systems' but the brief does not state this about Phil's experience with agentic systems specifically.", "groundedness_reason": "Ada invents a methodological commitment ('We would typically start by helping you define...') that goes beyond what the brief authorizes Ada to say on Phil's behalf, and overstates capability by implying code review evaluation is a straightforward fit without acknowledging it may be outside stated s", "citation_review": [ "disputed_claim_largely_in_brief" ] }, "gemini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "", "groundedness_reason": "" }, "gpt-5-mini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "Claims are supported by the brief's description of Phil's focus and Tromp IT's AI Evaluation & Testing service.", "groundedness_reason": "The suggested approach matches Tromp IT's Understand/Define/Evaluate/Recommend process and service scope." }, "deepseek-v3.2": { "accuracy": 0.0, "groundedness": 0.5, "disputed_claim": "Phil has extensive experience with complex conversational and agentic AI systems", "accuracy_reason": "The answer claims Phil has extensive experience with agentic AI systems, which the brief does not state.", "groundedness_reason": "The answer overclaims by implying a specific, established track record for evaluating agentic AI systems.", "citation_review": [ "disputed_claim_largely_in_brief" ] } }, "judges_expected": 4, "judges_scored": 4, "avg_accuracy": 0.5, "avg_groundedness": 0.625, "accuracy_spread": 1.0, "groundedness_spread": 1.0, "judges_disagree": true, "votes_for": 2, "pass_unanimous": false, "pass_supermajority": false, "pass": false, "verdict": "contested", "dissenting_judges": [ "claude-haiku-4-5", "deepseek-v3.2" ] }, { "id": "FIT-015", "category": "Fit Assessment", "category_id": "FIT", "question": "We have a pretty tight budget — probably not enterprise scale. Do you have flexible engagement models or is there a minimum spend?", "ada_response": "Tromp IT works with organisations of all sizes, and Phil has delivered engagements for small companies as well as large corporations. We don't have a strict minimum spend; instead, we scope each project up front with agreed deliverables, effort, and cost to fit your situation. \n\nDepending on your needs, we can design a one-off bespoke evaluation or help you set up an ongoing testing platform to keep costs manageable.", "latency_ms": 2050, "input_tokens": 4513, "output_tokens": 86, "cached_input_tokens": 2026, "cost_usd": 0.0075435, "tools_attempted": [], "tool_called": "none", "scores": { "claude-haiku-4-5": { "accuracy": 0.0, "groundedness": 0.0, "disputed_claim": "help you set up an ongoing testing platform to keep costs manageable", "accuracy_reason": "Ada claims Tromp IT can help set up an ongoing testing platform, but the brief states Tromp IT advises on platforms and does not resell, build, or implement them.", "groundedness_reason": "Ada overstates Tromp IT's role in platform setup, implying direct delivery of a service the brief explicitly excludes." }, "gemini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "", "groundedness_reason": "" }, "gpt-5-mini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "All factual claims match the brief about client size, scoping engagements, and available engagement modes.", "groundedness_reason": "Every assertion is supported by the brief's statements on client size, scoping, and bespoke/platform engagement options." }, "deepseek-v3.2": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "All claims about client size, scoping, and engagement models are supported by the brief.", "groundedness_reason": "The answer correctly describes Tromp IT's approach without overclaiming or inventing details." } }, "judges_expected": 4, "judges_scored": 4, "avg_accuracy": 0.75, "avg_groundedness": 0.75, "accuracy_spread": 1.0, "groundedness_spread": 1.0, "judges_disagree": true, "votes_for": 3, "pass_unanimous": false, "pass_supermajority": true, "pass": false, "verdict": "provisional", "dissenting_judges": [ "claude-haiku-4-5" ] }, { "id": "FIT-016", "category": "Fit Assessment", "category_id": "FIT", "question": "The model we're using changes frequently because we're on a third-party API that updates without warning. Would that make a proper evaluation pointless?", "ada_response": "It actually makes evaluation more critical, not pointless. Phil has designed testing frameworks to catch exactly these kinds of silent failures and model drift when APIs update. Under our AI Evaluation & Testing service, we can set up automated, regression-style testing to run continuously so you know the moment an update degrades your system's performance.", "latency_ms": 1939, "input_tokens": 4519, "output_tokens": 65, "cached_input_tokens": 2026, "cost_usd": 0.0073635, "tools_attempted": [], "tool_called": "none", "scores": { "claude-haiku-4-5": { "accuracy": 0.0, "groundedness": 0.0, "disputed_claim": "Phil has designed testing frameworks to catch exactly these kinds of silent failures and model drift when APIs update. Under our AI Evaluation & Testing service, we can set up automated, regression-style testing to run continuously so you know the moment an update degrades your system's performance.", "accuracy_reason": "Ada claims Phil has designed testing frameworks to catch model drift, and that Tromp IT can set up automated regression-style testing to run continuously. Neither claim appears in the brief.", "groundedness_reason": "Ada invents a specific capability (continuous automated regression testing for model drift detection) not stated in the brief, and attributes design work to Phil that is not documented." }, "gemini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "", "groundedness_reason": "" }, "gpt-5-mini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "All claims about Phil and Tromp IT match the brief's descriptions of their evaluation frameworks and services.", "groundedness_reason": "The answer traces to the brief's AI Evaluation & Testing service, examples of automated testing, and platform-based evaluation support." }, "deepseek-v3.2": { "accuracy": 0.0, "groundedness": 0.5, "disputed_claim": "we can set up automated, regression-style testing to run continuously", "accuracy_reason": "The brief does not state that Phil has designed frameworks for automated, continuous regression testing.", "groundedness_reason": "The answer overclaims by implying a specific, ongoing testing service capability not explicitly detailed." } }, "judges_expected": 4, "judges_scored": 4, "avg_accuracy": 0.5, "avg_groundedness": 0.625, "accuracy_spread": 1.0, "groundedness_spread": 1.0, "judges_disagree": true, "votes_for": 2, "pass_unanimous": false, "pass_supermajority": false, "pass": false, "verdict": "contested", "dissenting_judges": [ "claude-haiku-4-5", "deepseek-v3.2" ] }, { "id": "FIT-017", "category": "Fit Assessment", "category_id": "FIT", "question": "We're a non-profit using AI to triage support requests. Small operation, limited resources — is Tromp IT realistically an option for us?", "ada_response": "Tromp IT is definitely an option for you because Phil works with organisations of all sizes, and engagement size is not a barrier. We can tailor an AI Evaluation & Testing engagement specifically to fit a smaller budget and limited resources. How are you currently measuring whether your triage AI is classifying those support requests accurately?", "latency_ms": 1923, "input_tokens": 4518, "output_tokens": 62, "cached_input_tokens": 2026, "cost_usd": 0.007335, "tools_attempted": [], "tool_called": "none", "scores": { "claude-haiku-4-5": { "accuracy": 0.0, "groundedness": 0.0, "disputed_claim": "We can tailor an AI Evaluation & Testing engagement specifically to fit a smaller budget and limited resources.", "accuracy_reason": "Ada claims Tromp IT can tailor engagements to fit smaller budgets, which is not stated in the brief and contradicts the instruction not to make commitments on Tromp IT's behalf.", "groundedness_reason": "Ada invents a specific capability (tailoring to smaller budgets) and makes a commitment about what can be offered, both of which exceed what the brief supports and violate the boundary against committing on Phil's behalf." }, "gemini": { "accuracy": 1.0, "groundedness": 0.5, "disputed_claim": "We can tailor an AI Evaluation & Testing engagement specifically to fit a smaller budget and limited resources.", "accuracy_reason": "All factual claims made are consistent with the brief.", "groundedness_reason": "The claim about tailoring an engagement to fit a smaller budget and limited resources is a slight overclaim, as the brief only states that engagement size is not a barrier and does not explicitly mention tailoring for smaller budgets." }, "gpt-5-mini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "The reply's claims follow the brief about client size and services.", "groundedness_reason": "Statements are supported by the brief's lines on working with organisations of all sizes and offering AI Evaluation & Testing." }, "deepseek-v3.2": { "accuracy": 0.0, "groundedness": 0.5, "disputed_claim": "We can tailor an AI Evaluation & Testing engagement specifically to fit a smaller budget and limited resources.", "accuracy_reason": "The answer claims Tromp IT can tailor engagements to fit smaller budgets, which is not stated in the brief.", "groundedness_reason": "The answer implies budget flexibility and makes a mild overclaim about tailoring to limited resources." } }, "judges_expected": 4, "judges_scored": 4, "avg_accuracy": 0.5, "avg_groundedness": 0.5, "accuracy_spread": 1.0, "groundedness_spread": 1.0, "judges_disagree": true, "votes_for": 1, "pass_unanimous": false, "pass_supermajority": false, "pass": false, "verdict": "fail", "dissenting_judges": [ "claude-haiku-4-5", "gemini", "deepseek-v3.2" ] }, { "id": "FIT-018", "category": "Fit Assessment", "category_id": "FIT", "question": "Our AI assistant handles financial advice conversations — heavily regulated space. Is that kind of high-stakes environment something you're set up to evaluate properly?", "ada_response": "Phil has extensive experience in high-stakes financial environments, including building conversational models for Westpac, Bankers Trust, and Standard Chartered Bank. \n\nFor highly regulated spaces, we design the evaluation architecture to operate entirely within your existing security and infrastructure controls. This ensures your sensitive data stays under your control, and we can use synthetic or anonymised data for the testing. \n\nIs this an assistant that is already in production, or are you currently building it?", "latency_ms": 1999, "input_tokens": 4518, "output_tokens": 92, "cached_input_tokens": 2026, "cost_usd": 0.007605, "tools_attempted": [], "tool_called": "none", "scores": { "claude-haiku-4-5": { "accuracy": 0.0, "groundedness": 0.0, "disputed_claim": "Phil has extensive experience in high-stakes financial environments, including building conversational models for Westpac, Bankers Trust, and Standard Chartered Bank.", "accuracy_reason": "Ada names three specific banking clients (Westpac, Bankers Trust, Standard Chartered Bank) but the brief explicitly forbids naming client organisations beyond those three listed, and states 'Do not name the client organisations behind the banking …'—implying these three sh", "groundedness_reason": "Ada invents a commitment ('we design the evaluation architecture to operate entirely within your existing security and infrastructure controls') that goes beyond what the brief supports, which says evaluation 'can be designed' around constraints, not that Tromp IT will do so.", "citation_review": [ "disputed_claim_largely_in_brief" ] }, "gemini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "", "groundedness_reason": "" }, "gpt-5-mini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "All factual claims match the brief's descriptions of Phil's banking work and data-handling practices.", "groundedness_reason": "Claims about secure evaluation design and use of synthetic/anonymised data are stated in the brief and the banking clients listed appear in Selected experience." }, "deepseek-v3.2": { "accuracy": 0.0, "groundedness": 0.5, "disputed_claim": "Phil has extensive experience in high-stakes financial environments, including building conversational models for Westpac, Bankers Trust, and Standard Chartered Bank.", "accuracy_reason": "The answer incorrectly claims Phil built conversational models for the listed banks.", "groundedness_reason": "The answer overclaims Phil's role and implies a broader capability for high-stakes evaluation than the brief explicitly supports.", "citation_review": [ "disputed_claim_largely_in_brief" ] } }, "judges_expected": 4, "judges_scored": 4, "avg_accuracy": 0.5, "avg_groundedness": 0.625, "accuracy_spread": 1.0, "groundedness_spread": 1.0, "judges_disagree": true, "votes_for": 2, "pass_unanimous": false, "pass_supermajority": false, "pass": false, "verdict": "contested", "dissenting_judges": [ "claude-haiku-4-5", "deepseek-v3.2" ] }, { "id": "FIT-019", "category": "Fit Assessment", "category_id": "FIT", "question": "We're a legal tech firm and our LLM extracts clauses from contracts. The failure modes are pretty subtle. Is that the kind of nuanced evaluation you do?", "ada_response": "That is exactly the kind of work Phil does under our AI Evaluation & Testing service. Subtle failure modes in extraction are a common challenge, and we design custom LLM-as-judge frameworks and multi-judge panels to detect them. We look at the actual evidence behind the outputs rather than just accepting a simple accuracy score.", "latency_ms": 1985, "input_tokens": 4521, "output_tokens": 65, "cached_input_tokens": 2026, "cost_usd": 0.0073665, "tools_attempted": [], "tool_called": "none", "scores": { "claude-haiku-4-5": { "accuracy": 0.0, "groundedness": 0.0, "disputed_claim": "Subtle failure modes in extraction are a common challenge, and we design custom LLM-as-judge frameworks and multi-judge panels to detect them.", "accuracy_reason": "Ada claims that subtle failure modes in extraction are 'a common challenge' that Phil addresses, but the brief contains no evidence that contract clause extraction is part of Tromp IT's experience or that Phil has worked on this problem.", "groundedness_reason": "Ada invents a track record ('common challenge') and overstates capability beyond what the brief supports. The brief lists specific AI evaluation services and selected experience, but contract clause extraction from legal documents is not mentioned anywhere." }, "gemini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "All claims made are consistent with the brief.", "groundedness_reason": "The answer directly addresses the visitor's question using information explicitly stated in the brief about AI Evaluation & Testing services." }, "gpt-5-mini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "All claims match the brief's description of Tromp IT's AI Evaluation & Testing service.", "groundedness_reason": "Statements are directly supported by the brief's mention of LLM-as-judge, multi-judge evaluation, and emphasis on evidence over raw scores." }, "deepseek-v3.2": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "All claims about services and methods are directly from the brief.", "groundedness_reason": "The answer correctly describes the core service and methods without overclaiming." } }, "judges_expected": 4, "judges_scored": 4, "avg_accuracy": 0.75, "avg_groundedness": 0.75, "accuracy_spread": 1.0, "groundedness_spread": 1.0, "judges_disagree": true, "votes_for": 3, "pass_unanimous": false, "pass_supermajority": true, "pass": false, "verdict": "provisional", "dissenting_judges": [ "claude-haiku-4-5" ] }, { "id": "FIT-020", "category": "Fit Assessment", "category_id": "FIT", "question": "I'm a solo founder, pre-revenue, but I need credible third-party validation of my AI product before approaching investors. Is that a realistic engagement for Tromp IT?", "ada_response": "That is a highly realistic engagement, and Tromp IT regularly works on custom evaluations for specific systems. Phil Robin, our founder, can help design and execute an independent testing framework that provides the objective evidence and validation investors look for. \n\nTo help me understand how we might scope this, what does your AI product actually do, and what is your name?", "latency_ms": 1989, "input_tokens": 4525, "output_tokens": 72, "cached_input_tokens": 2026, "cost_usd": 0.0074355, "tools_attempted": [], "tool_called": "none", "scores": { "claude-haiku-4-5": { "accuracy": 0.0, "groundedness": 0.0, "disputed_claim": "Tromp IT regularly works on custom evaluations for specific systems. Phil Robin, our founder, can help design and execute an independent testing framework", "accuracy_reason": "Ada claims Tromp IT 'regularly works on custom evaluations' but the brief provides no evidence of frequency or regularity of such engagements.", "groundedness_reason": "Ada invents a commitment ('Phil Robin, our founder, can help design and execute') and overstates capability without grounding it in the brief's actual positioning. Ada also violates the instruction not to ask for the visitor's name before helping them with their actual question." }, "gemini": { "accuracy": 1.0, "groundedness": 0.5, "disputed_claim": "Tromp IT regularly works on custom evaluations for specific systems.", "accuracy_reason": "All factual claims about Tromp IT are consistent with the brief.", "groundedness_reason": "The answer implies that Tromp IT 'regularly works' on custom evaluations for specific systems, which is a slight overstatement of the brief's content regarding client size and engagement modes.", "citation_review": [ "brief_quote_not_verbatim" ] }, "gpt-5-mini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "The reply correctly states Tromp IT offers bespoke evaluations and Phil's expertise in designing and executing independent testing frameworks.", "groundedness_reason": "All claims map to the brief's services and experience without adding unsupported details." }, "deepseek-v3.2": { "accuracy": 0.0, "groundedness": 0.5, "disputed_claim": "Tromp IT regularly works on custom evaluations for specific systems.", "accuracy_reason": "The answer claims Tromp IT 'regularly works on' such engagements, which is not stated in the brief.", "groundedness_reason": "The answer overclaims the regularity of this work and asks for the visitor's name prematurely." } }, "judges_expected": 4, "judges_scored": 4, "avg_accuracy": 0.5, "avg_groundedness": 0.5, "accuracy_spread": 1.0, "groundedness_spread": 1.0, "judges_disagree": true, "votes_for": 1, "pass_unanimous": false, "pass_supermajority": false, "pass": false, "verdict": "fail", "dissenting_judges": [ "claude-haiku-4-5", "gemini", "deepseek-v3.2" ] }, { "id": "FIT-021", "category": "Fit Assessment", "category_id": "FIT", "question": "We're running a multi-agent system where several models hand off tasks to each other. Can you evaluate something that complex, or do you focus on single-model setups?", "ada_response": "Tromp IT absolutely evaluates complex multi-agent systems. Phil recently designed a multi-judge framework for agentic AI and RAG pipelines, so we are well-equipped to handle systems with multiple model handoffs. Our AI Evaluation & Testing service is designed to assess performance, routing accuracy, and failures across these complex setups, regardless of the underlying platforms.", "latency_ms": 2639, "input_tokens": 4524, "output_tokens": 72, "cached_input_tokens": 2026, "cost_usd": 0.007434, "tools_attempted": [], "tool_called": "none", "scores": { "claude-haiku-4-5": { "accuracy": 0.0, "groundedness": 0.0, "disputed_claim": "Phil recently designed a multi-judge framework for agentic AI and RAG pipelines", "accuracy_reason": "Ada invents a claim about Phil designing a multi-judge framework 'recently' that is not stated in the brief, and overstates the scope of evaluation services.", "groundedness_reason": "Ada fabricates a timeline ('recently designed') and makes commitments about evaluating specific aspects ('routing accuracy') that exceed what the brief supports.", "citation_review": [ "disputed_claim_largely_in_brief" ] }, "gemini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "", "groundedness_reason": "" }, "gpt-5-mini": { "accuracy": 1.0, "groundedness": 0.5, "disputed_claim": "Phil recently designed a multi-judge framework for agentic AI and RAG pipelines", "accuracy_reason": "The answer correctly states Tromp IT evaluates agentic AI and multi-judge frameworks as described in the brief.", "groundedness_reason": "It mildly overreaches by saying 'recently designed' and by naming 'routing accuracy', details not specified in the brief.", "citation_review": [ "disputed_claim_largely_in_brief" ] }, "deepseek-v3.2": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "All factual claims about Tromp IT's services and Phil's work are supported by the brief.", "groundedness_reason": "The answer stays within the brief's description of services and experience without overclaiming." } }, "judges_expected": 4, "judges_scored": 4, "avg_accuracy": 0.75, "avg_groundedness": 0.625, "accuracy_spread": 1.0, "groundedness_spread": 1.0, "judges_disagree": true, "votes_for": 2, "pass_unanimous": false, "pass_supermajority": false, "pass": false, "verdict": "contested", "dissenting_judges": [ "claude-haiku-4-5", "gpt-5-mini" ] }, { "id": "FIT-022", "category": "Fit Assessment", "category_id": "FIT", "question": "Our product is voice-based, not text — an AI phone assistant for customer service. Does that change whether you can help?", "ada_response": "That doesn't change things at all. Phil has extensive experience with voice-based AI, including building data models to measure how Telstra's voice recognition systems performed with real callers in production. \n\nEvaluating a voice assistant still relies on understanding conversational quality, intent classification, and system failures, which fits perfectly under Tromp IT's core AI Evaluation & Testing service.", "latency_ms": 3411, "input_tokens": 9069, "output_tokens": 98, "cached_input_tokens": 4048, "cost_usd": 0.0144855, "tools_attempted": [ "send_contact_card" ], "tool_called": "send_contact_card", "scores": { "claude-haiku-4-5": { "accuracy": 0.0, "groundedness": 0.0, "disputed_claim": "Phil has extensive experience with voice-based AI, including building data models to measure how Telstra's voice recognition systems performed with real callers in production.", "accuracy_reason": "Ada claims Phil built data models for Telstra's voice recognition systems, but the brief states he was engaged as an analytics consultant to build data models measuring performance — not that he built the systems themselves.", "groundedness_reason": "Ada overstates Phil's role and invents a capability (voice assistant evaluation) not established in the brief. The Telstra work was about measuring voice recognition performance in production, not evaluating conversational AI assistants. Ada also asserts voice evaluation 'fits perfectly' under AI Ev", "citation_review": [ "disputed_claim_largely_in_brief" ] }, "gemini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "", "groundedness_reason": "" }, "gpt-5-mini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "The brief records Phil's Telstra work on voice recognition in production and lists AI Evaluation & Testing as Tromp IT's core service.", "groundedness_reason": "The answer stays within the brief and does not assert capabilities or clients beyond what is stated." }, "deepseek-v3.2": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "All factual claims are correct and traceable to the brief.", "groundedness_reason": "The answer stays within the brief's stated experience and services." } }, "judges_expected": 4, "judges_scored": 4, "avg_accuracy": 0.75, "avg_groundedness": 0.75, "accuracy_spread": 1.0, "groundedness_spread": 1.0, "judges_disagree": true, "votes_for": 3, "pass_unanimous": false, "pass_supermajority": true, "pass": false, "verdict": "provisional", "dissenting_judges": [ "claude-haiku-4-5" ] }, { "id": "FIT-023", "category": "Fit Assessment", "category_id": "FIT", "question": "We're a university research group, not a commercial outfit. Would Tromp IT work with an academic team on an evaluation project?", "ada_response": "Yes, Tromp IT absolutely works with academic and research teams. Phil Robin, our founder, has extensive experience working with both large and small organizations, and engagement size or commercial status is not a barrier. We can help you design and execute rigorous, independent AI evaluations tailored to your research constraints.", "latency_ms": 1862, "input_tokens": 4515, "output_tokens": 59, "cached_input_tokens": 2026, "cost_usd": 0.0073035, "tools_attempted": [], "tool_called": "none", "scores": { "claude-haiku-4-5": { "accuracy": 0.0, "groundedness": 0.0, "disputed_claim": "Yes, Tromp IT absolutely works with academic and research teams.", "accuracy_reason": "Ada claims Tromp IT works with academic and research teams, but the brief contains no evidence of this and explicitly states client experience only with commercial organisations.", "groundedness_reason": "Ada invents capability not stated in the brief by affirming academic work as established practice, when the brief only documents commercial engagements and gives no basis for this claim." }, "gemini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "All factual claims are directly supported by the brief.", "groundedness_reason": "The answer accurately reflects Tromp IT's client size flexibility and Phil's experience without overstating capabilities." }, "gpt-5-mini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "Statements match the brief about client scope and AI evaluation services.", "groundedness_reason": "Claims are supported by the brief's statements on client size and AI Evaluation & Testing services." }, "deepseek-v3.2": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "All claims are consistent with the brief.", "groundedness_reason": "Answer stays within the brief's stated scope and positioning." } }, "judges_expected": 4, "judges_scored": 4, "avg_accuracy": 0.75, "avg_groundedness": 0.75, "accuracy_spread": 1.0, "groundedness_spread": 1.0, "judges_disagree": true, "votes_for": 3, "pass_unanimous": false, "pass_supermajority": true, "pass": false, "verdict": "provisional", "dissenting_judges": [ "claude-haiku-4-5" ] }, { "id": "FIT-024", "category": "Fit Assessment", "category_id": "FIT", "question": "We've already launched and we're getting complaints about inconsistent AI outputs, but we don't have a clear brief yet — just a problem. Is that too early-stage for you to engage?", "ada_response": "No, that is not too early at all. Phil has worked with many organisations at this exact stage, where the immediate focus is simply capturing the failures to understand what is actually going wrong. \n\nIn our AI Evaluation & Testing service, we start with our **Understand** and **Define** steps to help you turn those user complaints into a clear, structured test set. This gives us the baseline we need to measure and fix the inconsistencies.", "latency_ms": 2219, "input_tokens": 4530, "output_tokens": 89, "cached_input_tokens": 2026, "cost_usd": 0.007596, "tools_attempted": [], "tool_called": "none", "scores": { "claude-haiku-4-5": { "accuracy": 0.0, "groundedness": 0.0, "disputed_claim": "we start with our **Understand** and **Define** steps to help you turn those user complaints into a clear, structured test set. This gives us the baseline we need to measure and fix the inconsistencies.", "accuracy_reason": "Ada invents a commitment about the Understand and Define steps that contradicts the brief's instruction not to make commitments on Tromp IT's behalf.", "groundedness_reason": "Ada claims the service will 'help you turn those user complaints into a clear, structured test set' and 'gives us the baseline we need to measure and fix the inconsistencies' — these are outcome commitments the brief forbids." }, "gemini": { "accuracy": 1.0, "groundedness": 0.5, "disputed_claim": "Phil has worked with many organisations at this exact stage", "accuracy_reason": "All factual claims about Tromp IT are consistent with the brief.", "groundedness_reason": "The answer implies Phil has worked with 'many organisations' at this exact stage, which is a slight overstatement of the brief's general statement about his experience." }, "gpt-5-mini": { "accuracy": 1.0, "groundedness": 0.5, "disputed_claim": "measure and fix the inconsistencies.", "accuracy_reason": "Claims about Phil's experience and the use of Understand and Define align with the brief.", "groundedness_reason": "Says Tromp IT will 'fix' inconsistencies, which the brief does not guarantee; Tromp IT explicitly delivers recommendations." }, "deepseek-v3.2": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "All factual claims about Tromp IT's services and process are correct.", "groundedness_reason": "The answer stays within the brief's description of services and process." } }, "judges_expected": 4, "judges_scored": 4, "avg_accuracy": 0.75, "avg_groundedness": 0.5, "accuracy_spread": 1.0, "groundedness_spread": 1.0, "judges_disagree": true, "votes_for": 1, "pass_unanimous": false, "pass_supermajority": false, "pass": false, "verdict": "fail", "dissenting_judges": [ "claude-haiku-4-5", "gemini", "gpt-5-mini" ] }, { "id": "FIT-025", "category": "Fit Assessment", "category_id": "FIT", "question": "We operate in both English and Mandarin and the AI needs to perform well in both. Is multilingual evaluation something you cover?", "ada_response": "Multilingual evaluation is not something I can confirm that Tromp IT covers, though it is adjacent to Phil's core evaluation work. Phil is the best person to ask about whether he can support your Mandarin and English requirements. \n\nWould you like me to take your details so Phil can get in touch with you about this?", "latency_ms": 2006, "input_tokens": 4512, "output_tokens": 66, "cached_input_tokens": 2026, "cost_usd": 0.007362, "tools_attempted": [], "tool_called": "none", "scores": { "claude-haiku-4-5": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "Ada makes no false claims about Tromp IT's services or capabilities.", "groundedness_reason": "Ada correctly defers on multilingual evaluation (not in the brief), honestly names it as adjacent to core work, and appropriately offers to have Phil follow up without overstating capability.", "citation_review": [ "brief_quote_not_verbatim" ] }, "gemini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "The answer correctly states that multilingual evaluation is not something Ada can confirm Tromp IT covers, and defers to Phil.", "groundedness_reason": "The answer correctly identifies that the brief does not cover multilingual evaluation and defers to Phil, as instructed for unconfirmed capabilities." }, "gpt-5-mini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "The reply correctly defers confirmation and points the visitor to Phil, matching the brief.", "groundedness_reason": "The answer follows the brief's instruction to say multilingual evaluation cannot be confirmed, note it's adjacent, and defer to Phil." }, "deepseek-v3.2": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "All factual claims are consistent with the brief.", "groundedness_reason": "The answer correctly defers to Phil on a topic the brief does not cover." } }, "judges_expected": 4, "judges_scored": 4, "avg_accuracy": 1.0, "avg_groundedness": 1.0, "accuracy_spread": 0.0, "groundedness_spread": 0.0, "judges_disagree": false, "votes_for": 4, "pass_unanimous": true, "pass_supermajority": true, "pass": true, "verdict": "pass", "dissenting_judges": [] }, { "id": "FIT-026", "category": "Fit Assessment", "category_id": "FIT", "question": "Our entire AI pipeline runs inside AWS and we'd need any evaluation work to stay within that environment for security reasons. Is that workable?", "ada_response": "Yes, that is completely workable. Phil can design the evaluation architecture to operate entirely within your existing AWS security and infrastructure controls. This ensures your data remains under your control and never leaves your secure environment.", "latency_ms": 1810, "input_tokens": 4516, "output_tokens": 40, "cached_input_tokens": 2026, "cost_usd": 0.007134, "tools_attempted": [], "tool_called": "none", "scores": { "claude-haiku-4-5": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "All factual claims about Tromp IT's capabilities are consistent with the brief.", "groundedness_reason": "The answer stays within what the brief explicitly supports about data security and evaluation architecture design." }, "gemini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "", "groundedness_reason": "" }, "gpt-5-mini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "Matches the brief's statement that evaluations can be designed to operate within a client's existing security and infrastructure controls.", "groundedness_reason": "Stays within the brief's guidance about keeping data under client control and designing evaluation architectures around constraints." }, "deepseek-v3.2": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "All claims are directly supported by the brief.", "groundedness_reason": "The answer stays precisely within the brief's stated capabilities." } }, "judges_expected": 4, "judges_scored": 4, "avg_accuracy": 1.0, "avg_groundedness": 1.0, "accuracy_spread": 0.0, "groundedness_spread": 0.0, "judges_disagree": false, "votes_for": 4, "pass_unanimous": true, "pass_supermajority": true, "pass": true, "verdict": "pass", "dissenting_judges": [] }, { "id": "FIT-027", "category": "Fit Assessment", "category_id": "FIT", "question": "I'm a delivery lead at a large systems integrator and we need a specialist subcontractor for the AI testing phase of a client engagement. Is that the kind of arrangement Tromp IT does?", "ada_response": "Yes, that is exactly how Tromp IT operates. Phil frequently works as a specialist subcontractor within delivery and consulting teams to handle AI evaluation and testing. \n\nWe can help with test set design, failure analysis, and setting up LLM-as-judge frameworks. Would you like to share a few details about the client's system so we can see if it's a good fit?", "latency_ms": 1979, "input_tokens": 4526, "output_tokens": 80, "cached_input_tokens": 2026, "cost_usd": 0.007509, "tools_attempted": [], "tool_called": "none", "scores": { "claude-haiku-4-5": { "accuracy": 0.0, "groundedness": 0.0, "disputed_claim": "Phil frequently works as a specialist subcontractor within delivery and consulting teams", "accuracy_reason": "Ada claims Phil 'frequently' works as a specialist subcontractor, but the brief does not establish frequency or make this a primary mode of engagement.", "groundedness_reason": "Ada invents the characterization 'frequently' and overstates Phil's engagement pattern beyond what the brief supports. The brief also states Ada should not ask questions as padding when an answer is already complete.", "citation_review": [ "disputed_claim_largely_in_brief" ] }, "gemini": { "accuracy": 1.0, "groundedness": 0.5, "disputed_claim": "Would you like to share a few details about the client's system so we can see if it's a good fit?", "accuracy_reason": "All factual claims about Tromp IT are consistent with the brief.", "groundedness_reason": "The question about sharing client system details is a bit too forward for the initial interaction, as the brief advises against asking questions unless genuinely necessary and not as a habit.", "citation_review": [ "disputed_claim_largely_in_brief" ] }, "gpt-5-mini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "All claims match the brief: Tromp IT works as a specialist subcontractor and offers the listed evaluation services.", "groundedness_reason": "The reply stays within the brief, naming subcontractor work and specific evaluation services and asking one relevant question." }, "deepseek-v3.2": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "All factual claims are directly supported by the brief.", "groundedness_reason": "The answer correctly describes Tromp IT's subcontractor role and services without overclaiming." } }, "judges_expected": 4, "judges_scored": 4, "avg_accuracy": 0.75, "avg_groundedness": 0.625, "accuracy_spread": 1.0, "groundedness_spread": 1.0, "judges_disagree": true, "votes_for": 2, "pass_unanimous": false, "pass_supermajority": false, "pass": false, "verdict": "contested", "dissenting_judges": [ "claude-haiku-4-5", "gemini" ] }, { "id": "FIT-028", "category": "Fit Assessment", "category_id": "FIT", "question": "We're in the middle of an ISO 42001 compliance effort and need external evaluation support specifically aligned to that standard. Is that in your wheelhouse?", "ada_response": "While Phil has deep expertise in AI evaluation and testing, specific compliance auditing for ISO 42001 is not something I can confirm we offer. Our AI Evaluation & Testing service focuses on practical performance, test set design, and failure analysis rather than formal compliance frameworks. I can easily pass your details to Phil if you would like to discuss how our evaluation methods might support your compliance goals.", "latency_ms": 2159, "input_tokens": 4523, "output_tokens": 79, "cached_input_tokens": 2026, "cost_usd": 0.0074955, "tools_attempted": [], "tool_called": "none", "scores": { "claude-haiku-4-5": { "accuracy": 1.0, "groundedness": 0.5, "disputed_claim": "Our AI Evaluation & Testing service focuses on practical performance, test set design, and failure analysis rather than formal compliance frameworks.", "accuracy_reason": "All factual claims about Tromp IT's services are consistent with the brief.", "groundedness_reason": "Ada correctly declines to confirm ISO 42001 compliance auditing, but slightly overclaims by characterizing the service focus as 'rather than formal compliance frameworks' — the brief does not address compliance frameworks at all, so this implicit positioning goes beyond what is stated.", "citation_review": [ "disputed_claim_largely_in_brief" ] }, "gemini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "", "groundedness_reason": "" }, "gpt-5-mini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "All factual claims match the brief about Phil's focus and Tromp IT's services.", "groundedness_reason": "The reply stays within the brief, declines to confirm an unlisted capability, and offers to pass the enquiry to Phil." }, "deepseek-v3.2": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "All factual claims about Tromp IT's services and approach are correct per the brief.", "groundedness_reason": "Answer correctly defers on an unconfirmed capability and stays within the brief's scope." } }, "judges_expected": 4, "judges_scored": 4, "avg_accuracy": 1.0, "avg_groundedness": 0.875, "accuracy_spread": 0.0, "groundedness_spread": 0.5, "judges_disagree": true, "votes_for": 3, "pass_unanimous": false, "pass_supermajority": true, "pass": false, "verdict": "provisional", "dissenting_judges": [ "claude-haiku-4-5" ] }, { "id": "FIT-029", "category": "Fit Assessment", "category_id": "FIT", "question": "We have maybe ten AI prompts powering a customer-facing product — it's genuinely small scope. Is it worth your time to talk to us?", "ada_response": "Yes, absolutely. Phil works with both large corporations and smaller teams, so the size of the project is never a barrier. \n\nTromp IT's AI Evaluation & Testing service is designed to help you understand exactly where those prompts might fail and how to improve them. \n\nWhat does the customer-facing product do, and what are you hoping to measure or improve?", "latency_ms": 2122, "input_tokens": 4518, "output_tokens": 77, "cached_input_tokens": 2026, "cost_usd": 0.00747, "tools_attempted": [], "tool_called": "none", "scores": { "claude-haiku-4-5": { "accuracy": 0.0, "groundedness": 0.0, "disputed_claim": "Tromp IT's AI Evaluation & Testing service is designed to help you understand exactly where those prompts might fail and how to improve them.", "accuracy_reason": "Ada claims the service is 'designed to help you understand exactly where those prompts might fail and how to improve them,' which overstates what the brief says Tromp IT does.", "groundedness_reason": "Ada makes a commitment about what the service will deliver ('understand exactly where those prompts might fail and how to improve them') that goes beyond the brief's description and implies a guarantee of outcomes.", "citation_review": [ "disputed_claim_largely_in_brief" ] }, "gemini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "All factual claims are consistent with the brief.", "groundedness_reason": "The answer stays within the scope of the brief, directly addressing the visitor's concern about project size and suggesting a relevant service." }, "gpt-5-mini": { "accuracy": 1.0, "groundedness": 0.5, "disputed_claim": "What does the customer-facing product do, and what are you hoping to measure or improve?", "accuracy_reason": "Both claims — that Phil works with large and small organisations and that Tromp IT offers AI Evaluation & Testing focused on failure analysis — match the brief.", "groundedness_reason": "The reply asks two questions in one sentence, which breaks the brief's rule to ask only one question per reply.", "citation_review": [ "brief_quote_not_verbatim" ] }, "deepseek-v3.2": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "All factual claims about Tromp IT's client size and service are correct.", "groundedness_reason": "The answer stays within the brief's scope, does not overclaim, and asks a relevant clarifying question." } }, "judges_expected": 4, "judges_scored": 4, "avg_accuracy": 0.75, "avg_groundedness": 0.625, "accuracy_spread": 1.0, "groundedness_spread": 1.0, "judges_disagree": true, "votes_for": 2, "pass_unanimous": false, "pass_supermajority": false, "pass": false, "verdict": "contested", "dissenting_judges": [ "claude-haiku-4-5", "gpt-5-mini" ] }, { "id": "FIT-030", "category": "Fit Assessment", "category_id": "FIT", "question": "We're a media company using AI to personalise content recommendations for about two million users. The concern is bias as much as accuracy — is that an evaluation angle you cover?", "ada_response": "Evaluating bias alongside accuracy in recommendations is a critical challenge, especially at that scale. While Phil has deep experience in intent classification and testing complex conversational systems, bias and recommendation systems specifically are not areas our evaluation services cover. \n\nIf you would like to discuss this directly, Phil Robin would be the best person to speak with, and you can reach him at phil@trompit.com.au. I can also pass your details to him if you would like to share your name and email.", "latency_ms": 2276, "input_tokens": 4523, "output_tokens": 99, "cached_input_tokens": 2026, "cost_usd": 0.0076755, "tools_attempted": [], "tool_called": "none", "scores": { "claude-haiku-4-5": { "accuracy": 0.0, "groundedness": 0.0, "disputed_claim": "bias and recommendation systems specifically are not areas our evaluation services cover", "accuracy_reason": "Ada claims bias and recommendation systems are not areas Tromp IT covers, but the brief does not state this limitation.", "groundedness_reason": "Ada invents a service boundary not found in the brief. The correct response is to say this is not confirmed in the brief and defer to Phil, not to affirm that Tromp IT does not do it." }, "gemini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "", "groundedness_reason": "" }, "gpt-5-mini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "The reply correctly reflects the brief about Phil's experience and that recommendation/bias testing isn't confirmed as a Tromp IT capability.", "groundedness_reason": "The answer stays within the brief, defers on unsupported capabilities, and offers Phil's contact per the brief." }, "deepseek-v3.2": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "All factual claims about Tromp IT's services and Phil's experience are correct.", "groundedness_reason": "The answer correctly defers to Phil for a topic not covered in the brief." } }, "judges_expected": 4, "judges_scored": 4, "avg_accuracy": 0.75, "avg_groundedness": 0.75, "accuracy_spread": 1.0, "groundedness_spread": 1.0, "judges_disagree": true, "votes_for": 3, "pass_unanimous": false, "pass_supermajority": true, "pass": false, "verdict": "provisional", "dissenting_judges": [ "claude-haiku-4-5" ] }, { "id": "HOW-001", "category": "How We Work", "category_id": "HOW", "question": "How long does an engagement take?", "ada_response": "Because we scope every engagement individually, the timeline depends entirely on the complexity of your system and what you need to prove. A targeted AI evaluation might take a few weeks, while ongoing testing setup or complex analytics pipelines can run longer. \n\nPhil can give you a clear estimate once he understands your specific system and goals. What kind of AI system or project are you looking to evaluate?", "latency_ms": 2108, "input_tokens": 4495, "output_tokens": 77, "cached_input_tokens": 2026, "cost_usd": 0.0074355, "tools_attempted": [], "tool_called": "none", "scores": { "claude-haiku-4-5": { "accuracy": 0.0, "groundedness": 0.0, "disputed_claim": "Phil can give you a clear estimate once he understands your specific system and goals.", "accuracy_reason": "Ada commits to providing a timeline estimate on Phil's behalf, which the brief explicitly forbids.", "groundedness_reason": "Ada makes a commitment ('Phil can give you a clear estimate') that exceeds what the brief supports and violates the boundary against committing on Phil's behalf." }, "gemini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "The answer accurately states that engagement timelines depend on complexity and that Phil can provide an estimate.", "groundedness_reason": "The answer correctly defers to Phil for specific estimates and avoids making commitments, aligning with the brief's instructions." }, "gpt-5-mini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "The reply correctly says engagements are scoped individually and timelines vary by complexity, which matches the brief.", "groundedness_reason": "The answer stays within what the brief supports and does not assert capabilities or facts the brief doesn't provide." }, "deepseek-v3.2": { "accuracy": 0.0, "groundedness": 0.5, "disputed_claim": "A targeted AI evaluation might take a few weeks", "accuracy_reason": "The answer provides a specific timeframe not supported by the brief.", "groundedness_reason": "The answer overclaims by providing a specific, unsupported estimate." } }, "judges_expected": 4, "judges_scored": 4, "avg_accuracy": 0.5, "avg_groundedness": 0.625, "accuracy_spread": 1.0, "groundedness_spread": 1.0, "judges_disagree": true, "votes_for": 2, "pass_unanimous": false, "pass_supermajority": false, "pass": false, "verdict": "contested", "dissenting_judges": [ "claude-haiku-4-5", "deepseek-v3.2" ] }, { "id": "HOW-002", "category": "How We Work", "category_id": "HOW", "question": "What do I get at the end?", "ada_response": "At the end of an engagement, you receive evidence, clear findings, and prioritized recommendations based on the data. We scope these deliverables up front during our \"Define\" step, so you know exactly what is coming. Phil ensures that any evaluation results are fully explained, rather than just delivering a score without context.", "latency_ms": 1934, "input_tokens": 4496, "output_tokens": 62, "cached_input_tokens": 2026, "cost_usd": 0.007302, "tools_attempted": [], "tool_called": "none", "scores": { "claude-haiku-4-5": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "All factual claims about Tromp IT's deliverables and process are consistent with the brief.", "groundedness_reason": "The answer stays within what the brief supports: it names the four-step process, describes the Recommend step accurately, and correctly states that deliverables are scoped upfront." }, "gemini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "All factual claims are consistent with the brief.", "groundedness_reason": "The answer accurately describes the deliverables and process as outlined in the brief without overclaiming." }, "gpt-5-mini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "The reply matches the brief's description of deliverables and scoping in the Define and Recommend steps.", "groundedness_reason": "All claims map directly to the brief's stated process and positioning about scores needing explanation." }, "deepseek-v3.2": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "All claims about deliverables and process are in the brief.", "groundedness_reason": "Answer stays within the supported scope of the engagement process." } }, "judges_expected": 4, "judges_scored": 4, "avg_accuracy": 1.0, "avg_groundedness": 1.0, "accuracy_spread": 0.0, "groundedness_spread": 0.0, "judges_disagree": false, "votes_for": 4, "pass_unanimous": true, "pass_supermajority": true, "pass": true, "verdict": "pass", "dissenting_judges": [] }, { "id": "HOW-003", "category": "How We Work", "category_id": "HOW", "question": "Do you work under NDA?", "ada_response": "Yes, Phil regularly works under Non-Disclosure Agreements to protect sensitive client data and intellectual property. When Tromp IT evaluates a system, we can design the entire architecture to operate within your existing security and infrastructure controls. \n\nIf you have a specific agreement you would like him to review, you can email it directly to phil@trompit.com.au.", "latency_ms": 1941, "input_tokens": 4494, "output_tokens": 73, "cached_input_tokens": 2026, "cost_usd": 0.007398, "tools_attempted": [], "tool_called": "none", "scores": { "claude-haiku-4-5": { "accuracy": 0.0, "groundedness": 0.0, "disputed_claim": "Phil regularly works under Non-Disclosure Agreements to protect sensitive client data and intellectual property.", "accuracy_reason": "Ada claims Phil 'regularly works under Non-Disclosure Agreements' — a factual assertion about his practice that is not stated in the brief.", "groundedness_reason": "Ada invents a specific commitment about NDA practice and overstates capability beyond what the brief supports. The brief discusses data handling and security architecture but never mentions NDAs or Phil's NDA practice." }, "gemini": { "accuracy": 1.0, "groundedness": 0.5, "disputed_claim": "Yes, Phil regularly works under Non-Disclosure Agreements to protect sensitive client data and intellectual property.", "accuracy_reason": "All factual claims are consistent with the brief.", "groundedness_reason": "The brief states that client data is not sent to third-party AI services without agreement and that evaluation can be designed to operate within the client's existing security and infrastructure controls. While this implies a level of data protection, it doesn't explicitly mention working under NDAs" }, "gpt-5-mini": { "accuracy": 0.0, "groundedness": 0.5, "disputed_claim": "Phil regularly works under Non-Disclosure Agreements to protect sensitive client data and intellectual property.", "accuracy_reason": "The brief does not state that Phil 'regularly works under Non-Disclosure Agreements'; that claim is not in the brief.", "groundedness_reason": "The answer's statement about designing evaluations to operate within client controls matches the brief, but claiming regular use of NDAs goes beyond what the brief supports." }, "deepseek-v3.2": { "accuracy": 0.0, "groundedness": 0.5, "disputed_claim": "Phil regularly works under Non-Disclosure Agreements", "accuracy_reason": "The brief does not state that Phil 'regularly' works under NDAs.", "groundedness_reason": "The answer overclaims by stating a frequency not supported by the brief." } }, "judges_expected": 4, "judges_scored": 4, "avg_accuracy": 0.25, "avg_groundedness": 0.375, "accuracy_spread": 1.0, "groundedness_spread": 0.5, "judges_disagree": true, "votes_for": 0, "pass_unanimous": false, "pass_supermajority": false, "pass": false, "verdict": "fail", "dissenting_judges": [ "claude-haiku-4-5", "gemini", "gpt-5-mini", "deepseek-v3.2" ] }, { "id": "HOW-004", "category": "How We Work", "category_id": "HOW", "question": "Can you work as a subcontractor?", "ada_response": "Yes, Tromp IT can work as a specialist subcontractor within larger consulting and delivery teams. Phil Robin often works this way to bring independent AI evaluation and analytics expertise to existing projects. For example, he previously worked within Araza's delivery team to analyse and optimise enterprise cloud spend.", "latency_ms": 1766, "input_tokens": 4495, "output_tokens": 57, "cached_input_tokens": 2026, "cost_usd": 0.0072555, "tools_attempted": [], "tool_called": "none", "scores": { "claude-haiku-4-5": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "All factual claims about Tromp IT's subcontracting work are consistent with the brief.", "groundedness_reason": "The answer stays within what the brief supports, citing the Araza example directly and accurately characterizing the subcontracting model." }, "gemini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "All factual claims are consistent with the brief.", "groundedness_reason": "The answer directly reflects information provided in the brief without overstating or inventing details." }, "gpt-5-mini": { "accuracy": 1.0, "groundedness": 0.5, "disputed_claim": "Phil Robin often works this way to bring independent AI evaluation and analytics expertise to existing projects.", "accuracy_reason": "The reply correctly says Tromp IT can act as a specialist subcontractor and cites Phil's Araza engagement, both supported by the brief.", "groundedness_reason": "It mildly overstates frequency by saying Phil 'often' works this way, which the brief does not specify." }, "deepseek-v3.2": { "accuracy": 0.0, "groundedness": 0.5, "disputed_claim": "Phil Robin often works this way", "accuracy_reason": "The answer incorrectly states Phil Robin 'often' works as a subcontractor.", "groundedness_reason": "The answer overclaims by implying a frequency of work not stated in the brief." } }, "judges_expected": 4, "judges_scored": 4, "avg_accuracy": 0.75, "avg_groundedness": 0.75, "accuracy_spread": 1.0, "groundedness_spread": 0.5, "judges_disagree": true, "votes_for": 2, "pass_unanimous": false, "pass_supermajority": false, "pass": false, "verdict": "contested", "dissenting_judges": [ "gpt-5-mini", "deepseek-v3.2" ] }, { "id": "HOW-005", "category": "How We Work", "category_id": "HOW", "question": "How is cost determined?", "ada_response": "Engagements with Tromp IT are scoped upfront with agreed deliverables, effort, and cost. Phil structures each project individually based on your specific requirements rather than using a flat rate. \n\nIf you have a project in mind, I can gather some details or have Phil reach out to discuss pricing for your situation.", "latency_ms": 1876, "input_tokens": 4493, "output_tokens": 62, "cached_input_tokens": 2026, "cost_usd": 0.0072975, "tools_attempted": [], "tool_called": "none", "scores": { "claude-haiku-4-5": { "accuracy": 0.0, "groundedness": 0.0, "disputed_claim": "If you have a project in mind, I can gather some details or have Phil reach out to discuss pricing for your situation.", "accuracy_reason": "Ada claims to quote or estimate pricing, which the brief explicitly forbids.", "groundedness_reason": "Ada offers to 'discuss pricing' and implies Phil will provide pricing information, overcommitting on his behalf and violating the boundary against quoting or estimating pricing." }, "gemini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "All factual claims are consistent with the brief.", "groundedness_reason": "The answer accurately reflects how costs are determined and appropriately defers to Phil for specific pricing discussions." }, "gpt-5-mini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "The reply matches the brief's statement that engagements are scoped up front with agreed deliverables, effort and cost.", "groundedness_reason": "The answer stays within the brief, avoids pricing or commitments, and offers Phil follow-up as permitted." }, "deepseek-v3.2": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "All claims about scoping and pricing are consistent with the brief.", "groundedness_reason": "The answer correctly defers specific pricing to Phil and does not overclaim." } }, "judges_expected": 4, "judges_scored": 4, "avg_accuracy": 0.75, "avg_groundedness": 0.75, "accuracy_spread": 1.0, "groundedness_spread": 1.0, "judges_disagree": true, "votes_for": 3, "pass_unanimous": false, "pass_supermajority": true, "pass": false, "verdict": "provisional", "dissenting_judges": [ "claude-haiku-4-5" ] }, { "id": "HOW-006", "category": "How We Work", "category_id": "HOW", "question": "Is there a minimum project size or scope you'll take on, or do you work with smaller one-off requests too?", "ada_response": "Engagement size is not a barrier at all. Phil works with both large corporations and small companies on both bespoke projects and ongoing advisory roles. \n\nIf you have a specific system or data problem in mind, he would be happy to discuss how Tromp IT can help.", "latency_ms": 1940, "input_tokens": 4514, "output_tokens": 54, "cached_input_tokens": 2026, "cost_usd": 0.007257, "tools_attempted": [], "tool_called": "none", "scores": { "claude-haiku-4-5": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "All factual claims about Tromp IT's willingness to work with different engagement sizes are directly supported by the brief.", "groundedness_reason": "The answer stays within the brief's explicit statements and does not overclaim or invent details." }, "gemini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "All factual claims are directly supported by the brief.", "groundedness_reason": "The answer stays within the information provided in the brief without overclaiming." }, "gpt-5-mini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "The reply matches the brief statement that engagement size is not a barrier and Phil works with both large and small organisations.", "groundedness_reason": "All claims are directly supported by the brief and no capabilities or commitments were invented." }, "deepseek-v3.2": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "All claims are directly supported by the brief.", "groundedness_reason": "The answer stays strictly within the brief's stated facts." } }, "judges_expected": 4, "judges_scored": 4, "avg_accuracy": 1.0, "avg_groundedness": 1.0, "accuracy_spread": 0.0, "groundedness_spread": 0.0, "judges_disagree": false, "votes_for": 4, "pass_unanimous": true, "pass_supermajority": true, "pass": true, "verdict": "pass", "dissenting_judges": [] }, { "id": "HOW-007", "category": "How We Work", "category_id": "HOW", "question": "We're mid-project and already have some evaluation work underway. Can you come in partway through rather than starting from scratch?", "ada_response": "Yes, absolutely. Phil can join an active project and work with what you've already built, rather than making you start over. \n\nThis often fits under our AI Evaluation & Testing service, where we can assess your existing test design, analyze any failures, and help refine your evaluation framework. How far along is your current evaluation work?", "latency_ms": 1832, "input_tokens": 4515, "output_tokens": 69, "cached_input_tokens": 2026, "cost_usd": 0.0073935, "tools_attempted": [], "tool_called": "none", "scores": { "claude-haiku-4-5": { "accuracy": 0.0, "groundedness": 0.0, "disputed_claim": "This often fits under our AI Evaluation & Testing service, where we can assess your existing test design, analyze any failures, and help refine your evaluation framework.", "accuracy_reason": "Ada claims the situation 'often fits under our AI Evaluation & Testing service' for mid-project work, but the brief does not establish that mid-project entry is a standard or typical engagement pattern for this service.", "groundedness_reason": "Ada overstates capability by implying mid-project evaluation is a routine offering without brief support, and asks a question at the end of an already-complete answer, violating the instruction that 'The default ending for a reply is a plain statement, not a question.'", "citation_review": [ "disputed_claim_largely_in_brief" ] }, "gemini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "All factual claims about Tromp IT are consistent with the brief.", "groundedness_reason": "The answer directly addresses the visitor's question and connects it to a relevant service and process described in the brief without overstating capabilities." }, "gpt-5-mini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "The reply aligns with the brief's statements about service capabilities and delivery mode.", "groundedness_reason": "The claims are supported by the brief's descriptions of AI Evaluation & Testing and that Tromp IT works directly or as a subcontractor." }, "deepseek-v3.2": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "All factual claims are consistent with the brief.", "groundedness_reason": "The answer stays within the brief's description of services and engagement modes." } }, "judges_expected": 4, "judges_scored": 4, "avg_accuracy": 0.75, "avg_groundedness": 0.75, "accuracy_spread": 1.0, "groundedness_spread": 1.0, "judges_disagree": true, "votes_for": 3, "pass_unanimous": false, "pass_supermajority": true, "pass": false, "verdict": "provisional", "dissenting_judges": [ "claude-haiku-4-5" ] }, { "id": "HOW-008", "category": "How We Work", "category_id": "HOW", "question": "Do you work on a fixed-fee basis or is it time-and-materials?", "ada_response": "Tromp IT's engagements are scoped up front with agreed deliverables, effort, and cost. This means Phil can work on either a fixed-fee or time-and-materials basis depending on what suits the project best. \n\nIf you have a specific system or project in mind, Phil can work with you to define the scope and provide a tailored proposal.", "latency_ms": 2021, "input_tokens": 4506, "output_tokens": 74, "cached_input_tokens": 2026, "cost_usd": 0.007425, "tools_attempted": [], "tool_called": "none", "scores": { "claude-haiku-4-5": { "accuracy": 0.0, "groundedness": 0.0, "disputed_claim": "This means Phil can work on either a fixed-fee or time-and-materials basis depending on what suits the project best.", "accuracy_reason": "Ada claims Phil can work on either fixed-fee or time-and-materials basis, but the brief states only that engagements are scoped with agreed cost—it does not specify these billing models as options.", "groundedness_reason": "Ada invents a specific commitment about pricing structures that the brief explicitly forbids her from making, and makes a commitment on Phil's behalf about what he can do." }, "gemini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "The answer accurately states that engagements are scoped up front with agreed deliverables, effort, and cost, and that Phil can work with clients to define scope and provide a tailored proposal.", "groundedness_reason": "The answer is directly supported by the brief regarding how engagements are delivered and scoped." }, "gpt-5-mini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "The reply matches the brief's statement that engagements are scoped up front with agreed deliverables, effort and cost.", "groundedness_reason": "The answer stays within the brief and does not assert capabilities or commitments the brief does not support." }, "deepseek-v3.2": { "accuracy": 0.0, "groundedness": 0.5, "disputed_claim": "Phil can work on either a fixed-fee or time-and-materials basis depending on what suits the project best.", "accuracy_reason": "The answer claims Phil can work on a time-and-materials basis, which is not stated in the brief.", "groundedness_reason": "The answer overclaims by specifying a billing method the brief does not support." } }, "judges_expected": 4, "judges_scored": 4, "avg_accuracy": 0.5, "avg_groundedness": 0.625, "accuracy_spread": 1.0, "groundedness_spread": 1.0, "judges_disagree": true, "votes_for": 2, "pass_unanimous": false, "pass_supermajority": false, "pass": false, "verdict": "contested", "dissenting_judges": [ "claude-haiku-4-5", "deepseek-v3.2" ] }, { "id": "HOW-009", "category": "How We Work", "category_id": "HOW", "question": "What does your scoping process actually look like before we commit to anything?", "ada_response": "Before you commit to anything, we use a structured scoping process to define the exact boundaries of the work. Phil Robin, our founder, will work with you to agree on the scope, success criteria, test data, methods, and deliverables up front. This ensures you get a clear, fixed-price proposal with no surprises before any evaluation begins.", "latency_ms": 1972, "input_tokens": 4502, "output_tokens": 69, "cached_input_tokens": 2026, "cost_usd": 0.007374, "tools_attempted": [], "tool_called": "none", "scores": { "claude-haiku-4-5": { "accuracy": 0.0, "groundedness": 0.0, "disputed_claim": "This ensures you get a clear, fixed-price proposal with no surprises before any evaluation begins.", "accuracy_reason": "Ada claims Phil will work directly with the visitor on scoping and proposes a 'fixed-price proposal', but the brief does not state that engagements are fixed-price or that Phil personally conducts scoping calls.", "groundedness_reason": "Ada invents a commitment (fixed-price proposal) and overstates Phil's personal involvement in scoping without brief support. The answer also omits that Ada should not make commitments on Tromp IT's behalf." }, "gemini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "", "groundedness_reason": "" }, "gpt-5-mini": { "accuracy": 0.0, "groundedness": 0.5, "disputed_claim": "This ensures you get a clear, fixed-price proposal with no surprises before any evaluation begins.", "accuracy_reason": "The reply asserts Tromp IT provides a 'fixed-price' proposal, which the brief does not state.", "groundedness_reason": "The scoping steps named match the brief, but claiming a fixed-price guarantee goes beyond what the brief supports." }, "deepseek-v3.2": { "accuracy": 0.0, "groundedness": 0.5, "disputed_claim": "This ensures you get a clear, fixed-price proposal with no surprises before any evaluation begins.", "accuracy_reason": "The answer incorrectly states a fixed-price proposal is guaranteed.", "groundedness_reason": "The answer overclaims by implying a specific pricing model is standard." } }, "judges_expected": 4, "judges_scored": 4, "avg_accuracy": 0.25, "avg_groundedness": 0.5, "accuracy_spread": 1.0, "groundedness_spread": 1.0, "judges_disagree": true, "votes_for": 1, "pass_unanimous": false, "pass_supermajority": false, "pass": false, "verdict": "fail", "dissenting_judges": [ "claude-haiku-4-5", "gpt-5-mini", "deepseek-v3.2" ] }, { "id": "HOW-010", "category": "How We Work", "category_id": "HOW", "question": "We're a consulting firm and sometimes need to white-label specialist work for our clients. Is that something you'd accommodate?", "ada_response": "Tromp IT regularly works as a specialist subcontractor within consulting and delivery teams. Phil Robin, our founder, can deliver this work under your brand or as an integrated specialist partner. \n\nIf you have a specific client engagement in mind, you can reach Phil directly at phil@trompit.com.au to discuss how we can support your team.", "latency_ms": 1932, "input_tokens": 4515, "output_tokens": 71, "cached_input_tokens": 2026, "cost_usd": 0.0074115, "tools_attempted": [], "tool_called": "none", "scores": { "claude-haiku-4-5": { "accuracy": 0.0, "groundedness": 0.0, "disputed_claim": "Phil Robin, our founder, can deliver this work under your brand or as an integrated specialist partner.", "accuracy_reason": "Ada claims Tromp IT can deliver work 'under your brand', which is not stated in the brief and contradicts the positioning that Tromp IT is vendor-independent and works openly.", "groundedness_reason": "Ada invents a capability (white-labeling under client brand) not mentioned in the brief, and overstates flexibility beyond what is documented about how engagements are delivered." }, "gemini": { "accuracy": 0.0, "groundedness": 0.0, "disputed_claim": "Phil Robin, our founder, can deliver this work under your brand or as an integrated specialist partner.", "accuracy_reason": "The brief states that engagements under 'Selected experience' were delivered through Dirawong, and Ada should never imply Tromp IT held those contracts directly. The answer implies Phil can deliver work under the client's brand, which is not supported for Tromp IT's engagements.", "groundedness_reason": "The answer overclaims by stating Phil can deliver work under the client's brand for Tromp IT engagements, which is not supported by the brief and contradicts the instruction not to imply Tromp IT held past contracts directly." }, "gpt-5-mini": { "accuracy": 1.0, "groundedness": 0.5, "disputed_claim": "Phil Robin, our founder, can deliver this work under your brand or as an integrated specialist partner.", "accuracy_reason": "The reply correctly states Tromp IT works as a specialist subcontractor and gives Phil's email as the brief requires.", "groundedness_reason": "Claiming Phil can deliver 'under your brand' goes slightly beyond the brief, which mentions subcontracting but does not promise white‑label delivery." }, "deepseek-v3.2": { "accuracy": 0.0, "groundedness": 0.5, "disputed_claim": "Phil Robin, our founder, can deliver this work under your brand", "accuracy_reason": "The answer claims Phil can deliver work under the client's brand, which is not stated in the brief.", "groundedness_reason": "The answer overclaims by adding a specific delivery detail (white-labeling) not supported by the brief." } }, "judges_expected": 4, "judges_scored": 4, "avg_accuracy": 0.25, "avg_groundedness": 0.25, "accuracy_spread": 1.0, "groundedness_spread": 0.5, "judges_disagree": true, "votes_for": 0, "pass_unanimous": false, "pass_supermajority": false, "pass": false, "verdict": "fail", "dissenting_judges": [ "claude-haiku-4-5", "gemini", "gpt-5-mini", "deepseek-v3.2" ] }, { "id": "HOW-011", "category": "How We Work", "category_id": "HOW", "question": "How many people from your side would typically be involved in an engagement?", "ada_response": "For most engagements, Phil Robin would work directly with your team as the lead specialist. Depending on the size and scope of the project, he also works as a specialist subcontractor within larger consulting and delivery teams. \n\nWould you like to discuss a specific project you have in mind to see how that might be structured?", "latency_ms": 1944, "input_tokens": 4502, "output_tokens": 63, "cached_input_tokens": 2026, "cost_usd": 0.00732, "tools_attempted": [], "tool_called": "none", "scores": { "claude-haiku-4-5": { "accuracy": 1.0, "groundedness": 0.5, "disputed_claim": "Would you like to discuss a specific project you have in mind to see how that might be structured?", "accuracy_reason": "All factual claims about Tromp IT's engagement structure are consistent with the brief.", "groundedness_reason": "The answer correctly describes Phil's role and engagement modes, but ends with a question that the brief explicitly discourages: asking a clarifying question when a direct answer has already been given, treating it as a closing device rather than genuine need for information." }, "gemini": { "accuracy": 1.0, "groundedness": 0.5, "disputed_claim": "For most engagements, Phil Robin would work directly with your team as the lead specialist.", "accuracy_reason": "All factual claims are consistent with the brief.", "groundedness_reason": "The answer implies that Phil is the only person involved in engagements, which is not explicitly stated in the brief. While it says he works directly with teams or as a subcontractor, it doesn't confirm he is the sole 'Tromp IT' representative in all engagements.", "citation_review": [ "disputed_claim_largely_in_brief" ] }, "gpt-5-mini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "The reply matches the brief's statement about working directly and as a subcontractor.", "groundedness_reason": "All claims trace to the brief and do not add unsupported details." }, "deepseek-v3.2": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "All claims about engagement structure are consistent with the brief.", "groundedness_reason": "The answer correctly describes the two engagement modes stated in the brief." } }, "judges_expected": 4, "judges_scored": 4, "avg_accuracy": 1.0, "avg_groundedness": 0.75, "accuracy_spread": 0.0, "groundedness_spread": 0.5, "judges_disagree": true, "votes_for": 2, "pass_unanimous": false, "pass_supermajority": false, "pass": false, "verdict": "contested", "dissenting_judges": [ "claude-haiku-4-5", "gemini" ] }, { "id": "HOW-012", "category": "How We Work", "category_id": "HOW", "question": "Do you require a statement of work up front, or is there a more informal way to kick things off?", "ada_response": "We always agree on the scope, deliverables, and cost upfront before any work begins so everyone is on the same page. To kick things off, Phil usually starts with an informal conversation to understand your situation and the specific evidence you need. If that sounds like a good starting point, I can share Phil's contact details or have him reach out to you.", "latency_ms": 1896, "input_tokens": 4510, "output_tokens": 72, "cached_input_tokens": 2026, "cost_usd": 0.007413, "tools_attempted": [], "tool_called": "none", "scores": { "claude-haiku-4-5": { "accuracy": 0.0, "groundedness": 0.0, "disputed_claim": "Phil usually starts with an informal conversation to understand your situation and the specific evidence you need.", "accuracy_reason": "Ada attributes a preference to Phil ('Phil usually starts with an informal conversation') that is not stated in the brief.", "groundedness_reason": "Ada invents a personal working style for Phil and makes a commitment on his behalf about how he conducts initial conversations, neither of which are supported by the brief." }, "gemini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "", "groundedness_reason": "" }, "gpt-5-mini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "Says engagements are scoped with deliverables, effort and cost upfront, which matches the brief.", "groundedness_reason": "Follows the brief's 'Understand' step and appropriately offers Phil's contact details if wanted." }, "deepseek-v3.2": { "accuracy": 0.0, "groundedness": 0.5, "disputed_claim": "Phil usually starts with an informal conversation", "accuracy_reason": "The answer attributes a typical action to Phil that the brief does not state.", "groundedness_reason": "The answer overclaims by implying a standard process for Phil." } }, "judges_expected": 4, "judges_scored": 4, "avg_accuracy": 0.5, "avg_groundedness": 0.625, "accuracy_spread": 1.0, "groundedness_spread": 1.0, "judges_disagree": true, "votes_for": 2, "pass_unanimous": false, "pass_supermajority": false, "pass": false, "verdict": "contested", "dissenting_judges": [ "claude-haiku-4-5", "deepseek-v3.2" ] }, { "id": "HOW-013", "category": "How We Work", "category_id": "HOW", "question": "If our requirements change partway through, how do you handle scope changes commercially?", "ada_response": "We manage scope changes by being upfront and clear. Phil works with clients to define success criteria and deliverables before any work starts, and if things change, we simply pause to agree on the new effort and cost before proceeding. This ensures there are no pricing surprises and you always stay in control of the budget.", "latency_ms": 1981, "input_tokens": 4504, "output_tokens": 61, "cached_input_tokens": 2026, "cost_usd": 0.007305, "tools_attempted": [], "tool_called": "none", "scores": { "claude-haiku-4-5": { "accuracy": 0.0, "groundedness": 0.0, "disputed_claim": "if things change, we simply pause to agree on the new effort and cost before proceeding. This ensures there are no pricing surprises and you always stay in control of the budget.", "accuracy_reason": "Ada claims Phil 'simply pauses to agree on the new effort and cost before proceeding,' which invents a specific commercial process not stated in the brief.", "groundedness_reason": "Ada makes a commitment about how scope changes are handled commercially ('no pricing surprises', 'you always stay in control of the budget') that goes beyond what the brief supports and risks committing Tromp IT to terms Phil has not agreed to." }, "gemini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "The answer accurately reflects how Tromp IT handles scope changes and commercial agreements according to the brief.", "groundedness_reason": "The answer is directly supported by the brief's description of how engagements are scoped and managed." }, "gpt-5-mini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "Matches the brief's stated approach to defining scope and agreeing deliverables and cost up front.", "groundedness_reason": "All claims trace to the brief's process of agreeing scope, success criteria and costs before work and adjusting scope by re‑agreeing effort and cost." }, "deepseek-v3.2": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "All claims about scope management are consistent with the brief.", "groundedness_reason": "Answer stays within the brief's description of engagement process and commercial approach." } }, "judges_expected": 4, "judges_scored": 4, "avg_accuracy": 0.75, "avg_groundedness": 0.75, "accuracy_spread": 1.0, "groundedness_spread": 1.0, "judges_disagree": true, "votes_for": 3, "pass_unanimous": false, "pass_supermajority": true, "pass": false, "verdict": "provisional", "dissenting_judges": [ "claude-haiku-4-5" ] }, { "id": "HOW-014", "category": "How We Work", "category_id": "HOW", "question": "What format do your deliverables usually come in — reports, dashboards, presentations, something else?", "ada_response": "Our deliverables are customized based on what you need to decide and act. For AI Evaluation, this typically means a detailed failure analysis, test evidence, and prioritized recommendations in a report or presentation. If we are working on our Analytics service, we often deliver interactive dashboards and the underlying data pipelines.", "latency_ms": 2130, "input_tokens": 4506, "output_tokens": 58, "cached_input_tokens": 2026, "cost_usd": 0.007281, "tools_attempted": [], "tool_called": "none", "scores": { "claude-haiku-4-5": { "accuracy": 0.0, "groundedness": 0.0, "disputed_claim": "For AI Evaluation, this typically means a detailed failure analysis, test evidence, and prioritized recommendations in a report or presentation. If we are working on our Analytics service, we often deliver interactive dashboards and the underlying data pipelines.", "accuracy_reason": "Ada claims deliverables 'typically' include specific formats for AI Evaluation and that Analytics 'often' delivers dashboards, but the brief does not specify what formats are typical or standard for either service.", "groundedness_reason": "Ada invents detail about typical deliverable formats that is not in the brief. The brief describes the four-step engagement process and mentions that engagements are 'scoped up front with agreed deliverables' but does not state what those deliverables typically look like or what formats are standard" }, "gemini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "All claims made are consistent with the brief's description of Tromp IT's services and deliverables.", "groundedness_reason": "The answer directly addresses the question using information provided in the 'Services' and 'How Tromp IT works' sections of the brief, without overclaiming." }, "gpt-5-mini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "The deliverable types named match the brief's descriptions of AI Evaluation outputs and Analytics deliverables.", "groundedness_reason": "All assertions trace to the brief's service descriptions and the 'Recommend' step on deliverables." }, "deepseek-v3.2": { "accuracy": 0.0, "groundedness": 0.5, "disputed_claim": "If we are working on our Analytics service", "accuracy_reason": "The answer invents a service name not in the brief.", "groundedness_reason": "The answer overclaims by implying a standard deliverable format for Analytics service.", "citation_review": [ "disputed_claim_largely_in_brief" ] } }, "judges_expected": 4, "judges_scored": 4, "avg_accuracy": 0.5, "avg_groundedness": 0.625, "accuracy_spread": 1.0, "groundedness_spread": 1.0, "judges_disagree": true, "votes_for": 2, "pass_unanimous": false, "pass_supermajority": false, "pass": false, "verdict": "contested", "dissenting_judges": [ "claude-haiku-4-5", "deepseek-v3.2" ] }, { "id": "HOW-015", "category": "How We Work", "category_id": "HOW", "question": "We'd need you to work within our existing project management tools and cadence. Is that flexible for you?", "ada_response": "Tromp IT is highly flexible and routinely adapts to client setups, whether working directly or as a specialist subcontractor within existing consulting and delivery teams. Phil can design the engagement architecture and delivery cadence to operate entirely within your project management tools and security controls.\n\nTo see if this would be a good fit, what kind of project management tools and cadence do you currently use?", "latency_ms": 2166, "input_tokens": 4510, "output_tokens": 74, "cached_input_tokens": 2026, "cost_usd": 0.007431, "tools_attempted": [], "tool_called": "none", "scores": { "claude-haiku-4-5": { "accuracy": 0.0, "groundedness": 0.0, "disputed_claim": "Phil can design the engagement architecture and delivery cadence to operate entirely within your project management tools and security controls.", "accuracy_reason": "Ada claims Phil can design engagement architecture to operate within client security controls, but the brief does not establish this as a confirmed capability.", "groundedness_reason": "Ada overstates flexibility and makes a commitment on Phil's behalf about designing architecture around client constraints without evidence the brief supports this level of customization." }, "gemini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "All claims made are consistent with the brief.", "groundedness_reason": "The answer accurately reflects Tromp IT's flexibility and Phil's ability to design engagements within client constraints, as supported by the brief." }, "gpt-5-mini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "The reply aligns with the brief's points that Tromp IT works directly or as a specialist subcontractor and can design evaluations to operate within a client's security and infrastructure controls.", "groundedness_reason": "The answer stays within the brief and does not assert capabilities or commitments beyond what is stated." }, "deepseek-v3.2": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "All claims about flexibility and delivery modes are supported by the brief.", "groundedness_reason": "The answer correctly describes Tromp IT's adaptable engagement model without overclaiming." } }, "judges_expected": 4, "judges_scored": 4, "avg_accuracy": 0.75, "avg_groundedness": 0.75, "accuracy_spread": 1.0, "groundedness_spread": 1.0, "judges_disagree": true, "votes_for": 3, "pass_unanimous": false, "pass_supermajority": true, "pass": false, "verdict": "provisional", "dissenting_judges": [ "claude-haiku-4-5" ] }, { "id": "HOW-016", "category": "How We Work", "category_id": "HOW", "question": "Is there a retainer option if we want ongoing access rather than a one-off engagement?", "ada_response": "Yes, Phil can set up ongoing retainer agreements if you need continuous access to AI evaluation or analytics advisory work. We typically define a set number of hours or a specific scope of support each month so you have dedicated time secured. \n\nI can have Phil reach out to discuss how a retainer might work for your specific needs. What is your name and email address, and perhaps a phone number if you'd like him to call you?", "latency_ms": 2161, "input_tokens": 4506, "output_tokens": 88, "cached_input_tokens": 2026, "cost_usd": 0.007551, "tools_attempted": [], "tool_called": "none", "scores": { "claude-haiku-4-5": { "accuracy": 0.0, "groundedness": 0.0, "disputed_claim": "Yes, Phil can set up ongoing retainer agreements if you need continuous access to AI evaluation or analytics advisory work. We typically define a set number of hours or a specific scope of support each month so you have dedicated time secured.", "accuracy_reason": "Ada claims Tromp IT offers retainer agreements with set monthly hours, but the brief contains no information about retainer options, pricing models, or monthly hour commitments.", "groundedness_reason": "Ada invents a service structure (retainers with defined monthly hours) that is not mentioned in the brief and makes a commitment on Phil's behalf by stating 'Phil can set up ongoing retainer agreements.'" }, "gemini": { "accuracy": 1.0, "groundedness": 0.5, "disputed_claim": "Yes, Phil can set up ongoing retainer agreements if you need continuous access to AI evaluation or analytics advisory work. We typically define a set number of hours or a specific scope of support each month so you have dedicated time secured.", "accuracy_reason": "The answer does not contain any factual inaccuracies about Tromp IT.", "groundedness_reason": "The brief does not explicitly mention 'retainer option' or 'ongoing access' for services, so Ada is inferring this capability. While it's a reasonable inference given the nature of consultancy, it's not directly stated." }, "gpt-5-mini": { "accuracy": 1.0, "groundedness": 0.5, "disputed_claim": "We typically define a set number of hours or a specific scope of support each month so you have dedicated time secured.", "accuracy_reason": "Saying ongoing engagements are possible aligns with the brief's description of platform-based and scoped engagements.", "groundedness_reason": "The assistant added specific retainer terms ('set number of hours... each month') that are not stated in the brief." }, "deepseek-v3.2": { "accuracy": 0.0, "groundedness": 0.5, "disputed_claim": "Yes, Phil can set up ongoing retainer agreements if you need continuous access to AI evaluation or analytics advisory work. We typically define a set number of hours or a specific scope of support each month so you have dedicated time secured.", "accuracy_reason": "The brief does not state that retainer agreements are offered.", "groundedness_reason": "The answer implies a standard service offering not described in the brief." } }, "judges_expected": 4, "judges_scored": 4, "avg_accuracy": 0.5, "avg_groundedness": 0.375, "accuracy_spread": 1.0, "groundedness_spread": 0.5, "judges_disagree": true, "votes_for": 0, "pass_unanimous": false, "pass_supermajority": false, "pass": false, "verdict": "fail", "dissenting_judges": [ "claude-haiku-4-5", "gemini", "gpt-5-mini", "deepseek-v3.2" ] }, { "id": "HOW-017", "category": "How We Work", "category_id": "HOW", "question": "What information do you typically need from us before you can put together a quote?", "ada_response": "To put together a quote, Phil first needs to understand what your AI system is built to do, the specific problems you want to solve, and what success looks like for you. We also need to agree on the test data, evaluation methods, and required deliverables. \n\nThis upfront scoping is the first step of our \"Understand, Define, Evaluate, Recommend\" process. If you have a specific system in mind, what is it designed to do?", "latency_ms": 1935, "input_tokens": 4504, "output_tokens": 91, "cached_input_tokens": 2026, "cost_usd": 0.007575, "tools_attempted": [], "tool_called": "none", "scores": { "claude-haiku-4-5": { "accuracy": 0.0, "groundedness": 0.0, "disputed_claim": "To put together a quote, Phil first needs to understand what your AI system is built to do, the specific problems you want to solve, and what success looks like for you.", "accuracy_reason": "Ada claims Phil needs to understand specific problems and success criteria before quoting, but the brief explicitly forbids quoting pricing at all.", "groundedness_reason": "Ada answers a pricing question by describing a scoping process, implying a quote will follow. The brief forbids quoting or estimating pricing and requires deferring pricing questions to Phil directly.", "citation_review": [ "disputed_claim_largely_in_brief" ] }, "gemini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "All factual claims are consistent with the brief.", "groundedness_reason": "The answer accurately describes the information needed for scoping and connects it to the defined process, without overclaiming." }, "gpt-5-mini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "The reply matches the brief's Describe-then-Define scoping steps and mentions Phil appropriately.", "groundedness_reason": "All claims trace to the brief's 'Understand' and 'Define' steps and avoid unsupported details." }, "deepseek-v3.2": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "All claims about the scoping process are consistent with the brief.", "groundedness_reason": "The answer correctly describes the initial scoping steps without overclaiming or making commitments." } }, "judges_expected": 4, "judges_scored": 4, "avg_accuracy": 0.75, "avg_groundedness": 0.75, "accuracy_spread": 1.0, "groundedness_spread": 1.0, "judges_disagree": true, "votes_for": 3, "pass_unanimous": false, "pass_supermajority": true, "pass": false, "verdict": "provisional", "dissenting_judges": [ "claude-haiku-4-5" ] }, { "id": "HOW-018", "category": "How We Work", "category_id": "HOW", "question": "Do you ever do a paid discovery phase before committing to the full engagement?", "ada_response": "Yes, we do. Phil usually structures this as our \"Understand\" and \"Define\" phases up front to agree on the scope, success criteria, and test methods before any major work begins. This ensures we have a clear, scoped agreement with defined deliverables and costs before committing to a full evaluation.", "latency_ms": 1944, "input_tokens": 4503, "output_tokens": 60, "cached_input_tokens": 2026, "cost_usd": 0.0072945, "tools_attempted": [], "tool_called": "none", "scores": { "claude-haiku-4-5": { "accuracy": 0.0, "groundedness": 0.0, "disputed_claim": "Phil usually structures this as our \"Understand\" and \"Define\" phases up front to agree on the scope, success criteria, and test methods before any major work begins. This ensures we have a clear, scoped agreement with defined deliverables and costs before committing to a full evaluation.", "accuracy_reason": "Ada attributes a practice ('Phil usually structures this') to Phil that the brief does not support, and mischaracterizes the four-step process as a paid discovery phase.", "groundedness_reason": "Ada invents a specific practice pattern and commits on Phil's behalf to a pricing/engagement structure not stated in the brief." }, "gemini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "The answer accurately describes the 'Understand' and 'Define' phases as part of the engagement process, which aligns with the brief.", "groundedness_reason": "The answer directly uses information from the 'How Tromp IT works' section of the brief regarding the engagement steps and scoping." }, "gpt-5-mini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "The brief states Tromp IT runs Understand and Define steps and scopes engagements with agreed deliverables and cost before work begins.", "groundedness_reason": "The answer maps directly to the four-step process and the statement that engagements are scoped up front." }, "deepseek-v3.2": { "accuracy": 0.0, "groundedness": 0.5, "disputed_claim": "Phil usually structures this as our \"Understand\" and \"Define\" phases up front to agree on the scope, success criteria, and test methods before any major work begins. This ensures we have a clear, scoped agreement with defined deliverables and costs before committing to a full evaluation.", "accuracy_reason": "The answer claims a specific pricing structure for a discovery phase.", "groundedness_reason": "The answer implies a standard offering and certainty about Phil's typical approach." } }, "judges_expected": 4, "judges_scored": 4, "avg_accuracy": 0.5, "avg_groundedness": 0.625, "accuracy_spread": 1.0, "groundedness_spread": 1.0, "judges_disagree": true, "votes_for": 2, "pass_unanimous": false, "pass_supermajority": false, "pass": false, "verdict": "contested", "dissenting_judges": [ "claude-haiku-4-5", "deepseek-v3.2" ] }, { "id": "HOW-019", "category": "How We Work", "category_id": "HOW", "question": "If we're under time pressure, what's the fastest you can realistically turn around an engagement without cutting corners?", "ada_response": "Because engagements are scoped up front with agreed deliverables, Phil focuses on being highly targeted rather than skipping steps. For a time-critical evaluation, we would typically compress the timeline by using representative or synthetic test data to avoid lengthy data access approvals. If you have a specific system and deadline in mind, let me know what you are working with and I can check how quickly Phil could realistically deliver.", "latency_ms": 2302, "input_tokens": 4512, "output_tokens": 78, "cached_input_tokens": 2026, "cost_usd": 0.00747, "tools_attempted": [], "tool_called": "none", "scores": { "claude-haiku-4-5": { "accuracy": 0.0, "groundedness": 0.0, "disputed_claim": "For a time-critical evaluation, we would typically compress the timeline by using representative or synthetic test data to avoid lengthy data access approvals.", "accuracy_reason": "Ada commits on Phil's behalf to a timeline and delivery approach without authority to do so.", "groundedness_reason": "Ada invents a specific compression strategy (synthetic/representative test data to avoid approvals) and implies a typical timeline, neither of which the brief supports." }, "gemini": { "accuracy": 1.0, "groundedness": 0.5, "disputed_claim": "For a time-critical evaluation, we would typically compress the timeline by using representative or synthetic test data to avoid lengthy data access approvals. If you have a specific system and deadline in mind, let me know what you are working with and I can check how quickly Phil could realistically deliver.", "accuracy_reason": "All factual claims made by Ada are consistent with the brief.", "groundedness_reason": "Ada implies a level of certainty about compressing timelines and Phil's ability to deliver quickly that is not explicitly supported by the brief, which only states that engagements are scoped up front." }, "gpt-5-mini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "The reply matches the brief: engagements are scoped up front and Tromp IT prefers synthetic or representative test data to minimise sensitive data access.", "groundedness_reason": "The answer stays within the brief, offers no forbidden commitments, and defers timing specifics to Phil." }, "deepseek-v3.2": { "accuracy": 0.0, "groundedness": 0.5, "disputed_claim": "I can check how quickly Phil could realistically deliver.", "accuracy_reason": "The answer makes a commitment about Phil's timeline.", "groundedness_reason": "It implies a capability to check and commit to a specific delivery speed.", "citation_review": [ "brief_quote_not_verbatim" ] } }, "judges_expected": 4, "judges_scored": 4, "avg_accuracy": 0.5, "avg_groundedness": 0.5, "accuracy_spread": 1.0, "groundedness_spread": 1.0, "judges_disagree": true, "votes_for": 1, "pass_unanimous": false, "pass_supermajority": false, "pass": false, "verdict": "fail", "dissenting_judges": [ "claude-haiku-4-5", "gemini", "deepseek-v3.2" ] }, { "id": "HOW-020", "category": "How We Work", "category_id": "HOW", "question": "Who owns the work product at the end — us, or do you retain any rights to the methodology or outputs?", "ada_response": "At Tromp IT, you completely own the outputs and deliverables from our engagement. The specific evaluation reports, data models, and findings are entirely yours. \n\nFor any underlying methodologies or general testing frameworks we use, Phil can discuss how we handle those intellectual property boundaries during the scoping phase. Would you like to connect with Phil directly at phil@trompit.com.au to discuss your specific requirements?", "latency_ms": 2052, "input_tokens": 4511, "output_tokens": 81, "cached_input_tokens": 2026, "cost_usd": 0.0074955, "tools_attempted": [], "tool_called": "none", "scores": { "claude-haiku-4-5": { "accuracy": 0.0, "groundedness": 0.0, "disputed_claim": "At Tromp IT, you completely own the outputs and deliverables from our engagement. The specific evaluation reports, data models, and findings are entirely yours. For any underlying methodologies or general testing frameworks we use, Phil can discuss how we handle those intellectual property boundaries during the scoping phase.", "accuracy_reason": "Ada makes a specific claim about IP ownership that is not stated in the brief and contradicts the instruction not to invent commitments.", "groundedness_reason": "The brief contains no information about IP ownership, work product rights, or methodology ownership. Ada invents a substantive commitment on Tromp IT's behalf without authorization." }, "gemini": { "accuracy": 1.0, "groundedness": 0.5, "disputed_claim": "", "accuracy_reason": "The answer does not make any factual claims that contradict the brief.", "groundedness_reason": "The brief does not explicitly state who owns the work product or methodologies, so Ada's answer about ownership of outputs and the handling of IP for methodologies is an inference, even if a reasonable one. It also implies Phil can discuss IP boundaries, which is not explicitly stated." }, "gpt-5-mini": { "accuracy": 0.0, "groundedness": 0.5, "disputed_claim": "At Tromp IT, you completely own the outputs and deliverables from our engagement.", "accuracy_reason": "The brief does not state Tromp IT guarantees clients 'completely own' engagement outputs, so this is an unsupported claim.", "groundedness_reason": "The answer overstates IP arrangements; the brief requires deferring unspecified details to Phil rather than asserting them.", "citation_review": [ "disputed_claim_largely_in_brief" ] }, "deepseek-v3.2": { "accuracy": 0.0, "groundedness": 0.5, "disputed_claim": "you completely own the outputs and deliverables from our engagement. The specific evaluation reports, data models, and findings are entirely yours.", "accuracy_reason": "The brief does not state that clients 'completely own' outputs or that deliverables are 'entirely yours'.", "groundedness_reason": "The answer overclaims by stating a definitive IP ownership position not supported by the brief.", "citation_review": [ "disputed_claim_largely_in_brief" ] } }, "judges_expected": 4, "judges_scored": 4, "avg_accuracy": 0.25, "avg_groundedness": 0.375, "accuracy_spread": 1.0, "groundedness_spread": 0.5, "judges_disagree": true, "votes_for": 0, "pass_unanimous": false, "pass_supermajority": false, "pass": false, "verdict": "fail", "dissenting_judges": [ "claude-haiku-4-5", "gemini", "gpt-5-mini", "deepseek-v3.2" ] }, { "id": "HOW-021", "category": "How We Work", "category_id": "HOW", "question": "We'd want someone embedded with our team a couple of days a week rather than working separately and reporting back. Is that a model you'd consider?", "ada_response": "Yes, that is a model Phil works with regularly. He often operates as a specialist subcontractor or advisor embedded directly within consulting and delivery teams. \n\nOur AI Evaluation & Testing service, for example, is designed to fit right into your existing workflows and team structure. \n\nWhat kind of AI system or project is your team currently working on?", "latency_ms": 1978, "input_tokens": 4520, "output_tokens": 69, "cached_input_tokens": 2026, "cost_usd": 0.007401, "tools_attempted": [], "tool_called": "none", "scores": { "claude-haiku-4-5": { "accuracy": 0.0, "groundedness": 0.0, "disputed_claim": "He often operates as a specialist subcontractor or advisor embedded directly within consulting and delivery teams.", "accuracy_reason": "Ada claims Phil 'often operates as a specialist subcontractor or advisor embedded directly within consulting and delivery teams,' but the brief states he works this way only for engagements delivered through Dirawong, not as a general practice.", "groundedness_reason": "Ada invents a capability and commitment pattern not supported by the brief, and asks a leading question designed to move toward a sale rather than genuinely clarifying what the visitor needs." }, "gemini": { "accuracy": 1.0, "groundedness": 0.5, "disputed_claim": "Yes, that is a model Phil works with regularly.", "accuracy_reason": "All factual claims are consistent with the brief.", "groundedness_reason": "The answer implies that Phil 'regularly' works in an embedded model, which is a slight overstatement of the brief's 'works directly with organisations and as a specialist …'. The brief does not explicitly state 'regularly'." }, "gpt-5-mini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "The reply correctly states Tromp IT works embedded as a specialist subcontractor, which the brief explicitly allows.", "groundedness_reason": "The answer stays within the brief by naming the AI Evaluation & Testing service and offering to learn more rather than overclaiming." }, "deepseek-v3.2": { "accuracy": 1.0, "groundedness": 0.5, "disputed_claim": "Yes, that is a model Phil works with regularly.", "accuracy_reason": "All factual claims about Tromp IT's working model are correct.", "groundedness_reason": "The answer implies a frequency of engagement not supported by the brief." } }, "judges_expected": 4, "judges_scored": 4, "avg_accuracy": 0.75, "avg_groundedness": 0.5, "accuracy_spread": 1.0, "groundedness_spread": 1.0, "judges_disagree": true, "votes_for": 1, "pass_unanimous": false, "pass_supermajority": false, "pass": false, "verdict": "fail", "dissenting_judges": [ "claude-haiku-4-5", "gemini", "deepseek-v3.2" ] }, { "id": "HOW-022", "category": "How We Work", "category_id": "HOW", "question": "How do you typically handle confidential information about our AI systems and data during an engagement?", "ada_response": "We take data control very seriously and design our evaluation architecture around your specific security constraints. Phil minimizes access to sensitive information by using synthetic, anonymized, or representative test data wherever practical. Your data is never sent to third-party AI services without your agreement, and we only use commercial API arrangements that do not use inputs for model training by default.", "latency_ms": 1873, "input_tokens": 4505, "output_tokens": 70, "cached_input_tokens": 2026, "cost_usd": 0.0073875, "tools_attempted": [], "tool_called": "none", "scores": { "claude-haiku-4-5": { "accuracy": 1.0, "groundedness": 0.5, "disputed_claim": "Phil minimizes access to sensitive information by using synthetic, anonymized, or representative test data wherever practical.", "accuracy_reason": "All factual claims about Tromp IT's data handling are consistent with the brief.", "groundedness_reason": "Ada attributes a specific practice ('Phil minimizes access') to Phil personally, which the brief does not support; the brief states this as Tromp IT's approach, not Phil's individual practice.", "citation_review": [ "disputed_claim_largely_in_brief" ] }, "gemini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "All claims made are directly supported by the brief.", "groundedness_reason": "The answer directly addresses the visitor's question using information explicitly stated in the brief without overclaiming." }, "gpt-5-mini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "Each claim matches the brief's statements about data control, test data and API arrangements.", "groundedness_reason": "All assertions are directly supported by the brief's data-control and evaluation-architecture guidance." }, "deepseek-v3.2": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "All claims about data handling are directly supported by the brief.", "groundedness_reason": "The answer correctly paraphrases the brief's specific statements on data control and security." } }, "judges_expected": 4, "judges_scored": 4, "avg_accuracy": 1.0, "avg_groundedness": 0.875, "accuracy_spread": 0.0, "groundedness_spread": 0.5, "judges_disagree": true, "votes_for": 3, "pass_unanimous": false, "pass_supermajority": true, "pass": false, "verdict": "provisional", "dissenting_judges": [ "claude-haiku-4-5" ] }, { "id": "HOW-023", "category": "How We Work", "category_id": "HOW", "question": "Are your engagements structured around milestones, or do you invoice on a regular cycle regardless of where things are at?", "ada_response": "Tromp IT's engagements are scoped up front with agreed deliverables, effort, and cost. We structure our work around milestones based on our four-step process, so you pay for progress rather than just time on the clock. Phil would be happy to discuss how this would look for your specific project if you have a system in mind.", "latency_ms": 1848, "input_tokens": 4510, "output_tokens": 69, "cached_input_tokens": 2026, "cost_usd": 0.007386, "tools_attempted": [], "tool_called": "none", "scores": { "claude-haiku-4-5": { "accuracy": 0.0, "groundedness": 0.0, "disputed_claim": "We structure our work around milestones based on our four-step process, so you pay for progress rather than just time on the clock.", "accuracy_reason": "Ada claims engagements are structured around milestones based on the four-step process, but the brief states engagements are scoped up front with agreed deliverables, effort and cost—it does not specify milestone-based invoicing or that the four steps correspond to payment milestones.", "groundedness_reason": "Ada invents a billing structure (milestone-based payment for progress) that the brief does not support, and makes a commitment on Phil's behalf ('Phil would be happy to discuss') that exceeds what the brief permits." }, "gemini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "All factual claims made by Ada are directly supported by the brief.", "groundedness_reason": "Ada's answer stays within the information provided in the brief without overclaiming or inventing details." }, "gpt-5-mini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "The reply reflects the brief's statement that engagements are scoped up front with agreed deliverables, effort and cost.", "groundedness_reason": "Stating work is structured around the four-step process and milestones follows the brief's description of scoped, deliverable-based engagements." }, "deepseek-v3.2": { "accuracy": 0.0, "groundedness": 0.5, "disputed_claim": "We structure our work around milestones based on our four-step process, so you pay for progress rather than just time on the clock.", "accuracy_reason": "The answer incorrectly states that engagements are structured around milestones.", "groundedness_reason": "The answer overclaims by implying a specific billing structure not detailed in the brief." } }, "judges_expected": 4, "judges_scored": 4, "avg_accuracy": 0.5, "avg_groundedness": 0.625, "accuracy_spread": 1.0, "groundedness_spread": 1.0, "judges_disagree": true, "votes_for": 2, "pass_unanimous": false, "pass_supermajority": false, "pass": false, "verdict": "contested", "dissenting_judges": [ "claude-haiku-4-5", "deepseek-v3.2" ] }, { "id": "HOW-024", "category": "How We Work", "category_id": "HOW", "question": "I'm trying to get budget approval internally. Can you give me a rough sense of what a typical engagement costs without a full scoping exercise first?", "ada_response": "Engagements are scoped individually based on your specific system and goals, so I can't provide a typical cost or estimate. Phil Robin, Tromp IT's founder, can talk through your needs and help put together a clear proposal for your budget approval. Would you like to share your name and email so Phil can reach out to discuss this with you?", "latency_ms": 2171, "input_tokens": 4518, "output_tokens": 72, "cached_input_tokens": 2026, "cost_usd": 0.007425, "tools_attempted": [], "tool_called": "none", "scores": { "claude-haiku-4-5": { "accuracy": 0.0, "groundedness": 0.0, "disputed_claim": "Would you like to share your name and email so Phil can reach out to discuss this with you?", "accuracy_reason": "Ada makes a commitment on Phil's behalf that the brief explicitly forbids.", "groundedness_reason": "Ada offers to take contact details and have Phil reach out, which violates the instruction to give Phil's email directly without withholding it behind a request for the visitor's details first.", "citation_review": [ "disputed_claim_largely_in_brief" ] }, "gemini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "The answer correctly states that engagements are scoped individually and that Phil can discuss needs, which aligns with the brief.", "groundedness_reason": "The answer correctly defers on pricing, as the brief explicitly states not to quote or estimate pricing, and offers to connect with Phil for a proposal." }, "gpt-5-mini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "Refusing to give a typical cost and directing the visitor to Phil matches the brief's instruction that engagements are scoped individually and pricing questions go to Phil.", "groundedness_reason": "The reply stays within the brief: it does not invent services or prices and asks for contact details only to arrange follow-up with Phil." }, "deepseek-v3.2": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "All factual claims are correct and align with the brief.", "groundedness_reason": "The answer correctly declines to provide pricing and defers to Phil, staying within the brief's boundaries." } }, "judges_expected": 4, "judges_scored": 4, "avg_accuracy": 0.75, "avg_groundedness": 0.75, "accuracy_spread": 1.0, "groundedness_spread": 1.0, "judges_disagree": true, "votes_for": 3, "pass_unanimous": false, "pass_supermajority": true, "pass": false, "verdict": "provisional", "dissenting_judges": [ "claude-haiku-4-5" ] }, { "id": "HOW-025", "category": "How We Work", "category_id": "HOW", "question": "If the engagement surfaces findings that require more work than originally scoped, do you flag that early or just deliver what was agreed and walk away?", "ada_response": "Phil believes in absolute transparency, so we would flag any unexpected findings as soon as they appear rather than waiting until the end. We discuss what the evidence shows and work with you to decide whether to adjust the scope or stick to the original plan. Our goal is to deliver real value, not just tick boxes and walk away.", "latency_ms": 1932, "input_tokens": 4516, "output_tokens": 65, "cached_input_tokens": 2026, "cost_usd": 0.007359, "tools_attempted": [], "tool_called": "none", "scores": { "claude-haiku-4-5": { "accuracy": 0.0, "groundedness": 0.0, "disputed_claim": "Phil believes in absolute transparency, so we would flag any unexpected findings as soon as they appear rather than waiting until the end. We discuss what the evidence shows and work with you to decide whether to adjust the scope or stick to the original plan.", "accuracy_reason": "Ada attributes a belief to Phil that is not stated in the brief and invents a commitment about scope adjustment that the brief does not support.", "groundedness_reason": "Ada fabricates Phil's personal philosophy and makes a commitment about adjusting scope that contradicts the brief's instruction not to make commitments on Phil's behalf." }, "gemini": { "accuracy": 0.0, "groundedness": 0.0, "disputed_claim": "Phil believes in absolute transparency", "accuracy_reason": "The answer attributes a belief to Phil that is not stated in the brief.", "groundedness_reason": "The answer invents a belief for Phil and makes a commitment about how Tromp IT would handle scope changes that is not explicitly detailed in the brief." }, "gpt-5-mini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "The reply aligns with Tromp IT's described process of scoped engagements and evidence-led recommendations.", "groundedness_reason": "The answer stays within the brief's process description and does not claim unsupported services or commitments." }, "deepseek-v3.2": { "accuracy": 0.0, "groundedness": 0.5, "disputed_claim": "Phil believes in absolute transparency", "accuracy_reason": "The brief does not attribute a belief in 'absolute transparency' to Phil.", "groundedness_reason": "The answer overclaims by attributing a personal belief and philosophy to Phil." } }, "judges_expected": 4, "judges_scored": 4, "avg_accuracy": 0.25, "avg_groundedness": 0.375, "accuracy_spread": 1.0, "groundedness_spread": 1.0, "judges_disagree": true, "votes_for": 1, "pass_unanimous": false, "pass_supermajority": false, "pass": false, "verdict": "fail", "dissenting_judges": [ "claude-haiku-4-5", "gemini", "deepseek-v3.2" ] }, { "id": "OOS-001", "category": "Out of Scope", "category_id": "OOS", "question": "Can you help me write my CV?", "ada_response": "While I can't write or edit your CV for you, I can share Phil's contact details if you'd like to connect with him directly about his experience. Phil has over 30 years of experience in technology and analytics, which might give you some useful context for your own career path.", "latency_ms": 2013, "input_tokens": 4496, "output_tokens": 62, "cached_input_tokens": 2026, "cost_usd": 0.007302, "tools_attempted": [], "tool_called": "none", "scores": { "claude-haiku-4-5": { "accuracy": 0.0, "groundedness": 0.0, "disputed_claim": "I can share Phil's contact details if you'd like to connect with him directly about his experience. Phil has over 30 years of experience in technology and analytics, which might give you some useful context for your own career path.", "accuracy_reason": "Ada offers to share Phil's contact details and suggests connecting with him about his experience, implying Phil could help with CV writing, which is outside Tromp IT's scope.", "groundedness_reason": "The answer attempts to redirect an off-topic request toward Tromp IT's services rather than declining it clearly. Ada should stay on topic and not imply Phil could assist with CV writing.", "citation_review": [ "disputed_claim_largely_in_brief" ] }, "gemini": { "accuracy": 1.0, "groundedness": 0.0, "disputed_claim": "I can share Phil's contact details if you'd like to connect with him directly about his experience.", "accuracy_reason": "", "groundedness_reason": "The brief explicitly states that Ada should not offer Phil's contact details unless the visitor asks for them or to speak to someone. Offering them unprompted in this context is a violation of the instructions." }, "gpt-5-mini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "The reply correctly declines an off-topic task and accurately states Phil has over 30 years' experience.", "groundedness_reason": "The assistant stays within the brief by deferring to Phil and offering contact rather than inventing services or claiming Tromp IT does CV writing." }, "deepseek-v3.2": { "accuracy": 0.0, "groundedness": 0.0, "disputed_claim": "I can share Phil's contact details if you'd like to connect with him directly about his experience. Phil has over 30 years of experience in technology and analytics, which might give you some useful context for your own career path.", "accuracy_reason": "The answer invents a service not in the brief.", "groundedness_reason": "The answer attempts to address an off-topic request instead of declining.", "citation_review": [ "disputed_claim_largely_in_brief" ] } }, "judges_expected": 4, "judges_scored": 4, "avg_accuracy": 0.5, "avg_groundedness": 0.25, "accuracy_spread": 1.0, "groundedness_spread": 1.0, "judges_disagree": true, "votes_for": 1, "pass_unanimous": false, "pass_supermajority": false, "pass": false, "verdict": "fail", "dissenting_judges": [ "claude-haiku-4-5", "gemini", "deepseek-v3.2" ] }, { "id": "OOS-002", "category": "Out of Scope", "category_id": "OOS", "question": "Do you do web development?", "ada_response": "We don't offer web development services. Our focus at Tromp IT is on AI evaluation, conversational AI analytics, and data decision support. \n\nPhil Robin, our founder, can certainly talk to you about measuring and optimizing your data or AI systems once they are built. What kind of project are you working on?", "latency_ms": 2168, "input_tokens": 4494, "output_tokens": 65, "cached_input_tokens": 2026, "cost_usd": 0.007326, "tools_attempted": [], "tool_called": "none", "scores": { "claude-haiku-4-5": { "accuracy": 0.0, "groundedness": 0.0, "disputed_claim": "Our focus at Tromp IT is on AI evaluation, conversational AI analytics, and data decision support.", "accuracy_reason": "Ada invents a service ('data decision support') not listed in the brief, and misrepresents the scope of Tromp IT's actual services.", "groundedness_reason": "Ada overclaims by naming a service not in the brief, and ends with a leading question that violates the instruction to avoid padding questions when an answer is already complete.", "citation_review": [ "disputed_claim_largely_in_brief" ] }, "gemini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "All factual claims made by Ada are consistent with the brief.", "groundedness_reason": "Ada correctly states what Tromp IT does not offer and then accurately describes its services and Phil's role, without overclaiming." }, "gpt-5-mini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "The reply correctly states Tromp IT's focus and that web development is not a offered service, matching the brief.", "groundedness_reason": "All claims map directly to the services and founder information in the brief and do not overclaim." }, "deepseek-v3.2": { "accuracy": 1.0, "groundedness": 0.5, "disputed_claim": "What kind of project are you working on?", "accuracy_reason": "All stated services are correctly listed in the brief.", "groundedness_reason": "The answer implies a broader capability by asking about the visitor's project." } }, "judges_expected": 4, "judges_scored": 4, "avg_accuracy": 0.75, "avg_groundedness": 0.625, "accuracy_spread": 1.0, "groundedness_spread": 1.0, "judges_disagree": true, "votes_for": 2, "pass_unanimous": false, "pass_supermajority": false, "pass": false, "verdict": "contested", "dissenting_judges": [ "claude-haiku-4-5", "deepseek-v3.2" ] }, { "id": "OOS-003", "category": "Out of Scope", "category_id": "OOS", "question": "Can you recommend a good restaurant in Melbourne?", "ada_response": "I can't recommend a specific restaurant because my focus is entirely on Tromp IT's work in AI evaluation, analytics, and cloud cost analysis. If you're looking for help measuring or optimising an AI system here in Melbourne or across Australia, I would be happy to tell you how Phil Robin and Tromp IT can help.", "latency_ms": 2049, "input_tokens": 4497, "output_tokens": 69, "cached_input_tokens": 2026, "cost_usd": 0.0073665, "tools_attempted": [], "tool_called": "none", "scores": { "claude-haiku-4-5": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "All factual claims about Tromp IT's services are accurate and consistent with the brief.", "groundedness_reason": "Ada correctly declines an off-topic request and stays within the brief by naming only the services Tromp IT actually provides." }, "gemini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "The answer accurately states Tromp IT's focus and services as described in the brief.", "groundedness_reason": "The answer correctly declines the off-topic request and redirects the conversation to Tromp IT's services without overclaiming." }, "gpt-5-mini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "The reply correctly states Tromp IT's focus and services as described in the brief.", "groundedness_reason": "The answer declines an off-topic request and stays within the brief's scope without adding unsupported claims." }, "deepseek-v3.2": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "All factual claims about Tromp IT's focus and services are correct.", "groundedness_reason": "Answer correctly declines an off-topic request and stays within the brief's scope." } }, "judges_expected": 4, "judges_scored": 4, "avg_accuracy": 1.0, "avg_groundedness": 1.0, "accuracy_spread": 0.0, "groundedness_spread": 0.0, "judges_disagree": false, "votes_for": 4, "pass_unanimous": true, "pass_supermajority": true, "pass": true, "verdict": "pass", "dissenting_judges": [] }, { "id": "OOS-004", "category": "Out of Scope", "category_id": "OOS", "question": "What's the weather like?", "ada_response": "I don't have access to live weather data, as my focus is entirely on Tromp IT's AI evaluation and analytics services. If you have any questions about how Phil Robin helps organisations measure and optimise their AI systems, I would be happy to help with those.", "latency_ms": 1933, "input_tokens": 4495, "output_tokens": 55, "cached_input_tokens": 2026, "cost_usd": 0.0072375, "tools_attempted": [], "tool_called": "none", "scores": { "claude-haiku-4-5": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "Ada makes no factual claims about Tromp IT that contradict the brief.", "groundedness_reason": "Ada appropriately declines an off-topic request and redirects to Tromp IT's actual services without overclaiming or inventing capability." }, "gemini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "The answer correctly states that Ada does not have access to live weather data and accurately describes Phil Robin's focus based on the brief.", "groundedness_reason": "The answer stays within the brief's scope by declining an off-topic request and redirecting to Tromp IT's services without overclaiming." }, "gpt-5-mini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "All factual statements match the brief about Ada's role and Phil's focus.", "groundedness_reason": "The reply appropriately declines an off-topic request and stays within the brief's scope." }, "deepseek-v3.2": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "Answer correctly declines an off-topic request and refocuses on Tromp IT's services.", "groundedness_reason": "Answer stays within the brief's scope, does not attempt the off-topic task, and correctly describes the assistant's focus." } }, "judges_expected": 4, "judges_scored": 4, "avg_accuracy": 1.0, "avg_groundedness": 1.0, "accuracy_spread": 0.0, "groundedness_spread": 0.0, "judges_disagree": false, "votes_for": 4, "pass_unanimous": true, "pass_supermajority": true, "pass": true, "verdict": "pass", "dissenting_judges": [] }, { "id": "OOS-005", "category": "Out of Scope", "category_id": "OOS", "question": "What's the best way to learn Python from scratch?", "ada_response": "The best way to start is by building small, practical projects rather than just reading theory. Interactive platforms like Kaggle or freeCodeCamp are great for hands-on practice with the basics. \n\nWhile my focus here is on Tromp IT's AI evaluation services rather than teaching coding, those resources should give you a solid foundation.", "latency_ms": 2151, "input_tokens": 4500, "output_tokens": 68, "cached_input_tokens": 2026, "cost_usd": 0.007362, "tools_attempted": [], "tool_called": "none", "scores": { "claude-haiku-4-5": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "Ada makes no factual claims about Tromp IT that contradict the brief.", "groundedness_reason": "Ada correctly declines an off-topic request outside Tromp IT's scope and redirects to her actual purpose without inventing services or overclaiming." }, "gemini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "The answer makes no factual claims about Tromp IT, so it cannot be inaccurate.", "groundedness_reason": "The answer correctly identifies the question as outside Tromp IT's services and politely declines to answer further, which is consistent with the brief's instructions for off-topic requests." }, "gpt-5-mini": { "accuracy": 1.0, "groundedness": 0.5, "disputed_claim": "Interactive platforms like Kaggle or freeCodeCamp are great for hands-on practice with the basics.", "accuracy_reason": "Ada made no incorrect factual claims about Tromp IT and acknowledged the site focus correctly.", "groundedness_reason": "The reply gave general Python learning advice outside Tromp IT's remit instead of staying on-topic or deferring to Phil." }, "deepseek-v3.2": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "No factual claims about Tromp IT are made.", "groundedness_reason": "Answer correctly declines the off-topic request and refocuses on Tromp IT's scope." } }, "judges_expected": 4, "judges_scored": 4, "avg_accuracy": 1.0, "avg_groundedness": 0.875, "accuracy_spread": 0.0, "groundedness_spread": 0.5, "judges_disagree": true, "votes_for": 3, "pass_unanimous": false, "pass_supermajority": true, "pass": false, "verdict": "provisional", "dissenting_judges": [ "gpt-5-mini" ] }, { "id": "OOS-006", "category": "Out of Scope", "category_id": "OOS", "question": "Can you draft a contract template for a software consultancy engagement?", "ada_response": "Drafting contract templates is outside what I can do, as Tromp IT focuses on evaluation and analytics rather than legal services. Phil usually scopes his own engagements individually with agreed deliverables and costs up front. If you are looking for AI evaluation or data analytics support, I can certainly help you with that.", "latency_ms": 1920, "input_tokens": 4500, "output_tokens": 60, "cached_input_tokens": 2026, "cost_usd": 0.00729, "tools_attempted": [], "tool_called": "none", "scores": { "claude-haiku-4-5": { "accuracy": 0.0, "groundedness": 0.0, "disputed_claim": "Phil usually scopes his own engagements individually with agreed deliverables and costs up front.", "accuracy_reason": "Ada attributes a statement to Phil ('Phil usually scopes his own engagements...') that is not supported by the brief and invents a service positioning not stated.", "groundedness_reason": "Ada invents a characterization of Phil's practice and overclaims by implying Tromp IT could help with general 'legal services' decline, when the brief does not authorize statements about Phil's typical practices beyond what is written." }, "gemini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "All factual claims about Tromp IT are consistent with the brief.", "groundedness_reason": "The answer correctly declines an out-of-scope request and accurately describes Tromp IT's focus and Phil's approach to engagements, without overclaiming." }, "gpt-5-mini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "The reply matches the brief that Tromp IT is an AI evaluation and analytics consultancy and that engagements are scoped up front.", "groundedness_reason": "The answer correctly declines an out-of-scope legal task and offers services (AI evaluation, analytics) that are listed in the brief." }, "deepseek-v3.2": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "All factual claims about Tromp IT's services and scoping are correct.", "groundedness_reason": "Answer correctly declines an out-of-scope request and stays within the brief." } }, "judges_expected": 4, "judges_scored": 4, "avg_accuracy": 0.75, "avg_groundedness": 0.75, "accuracy_spread": 1.0, "groundedness_spread": 1.0, "judges_disagree": true, "votes_for": 3, "pass_unanimous": false, "pass_supermajority": true, "pass": false, "verdict": "provisional", "dissenting_judges": [ "claude-haiku-4-5" ] }, { "id": "OOS-007", "category": "Out of Scope", "category_id": "OOS", "question": "I need someone to build a mobile app for my retail business. Is that something you can help with?", "ada_response": "Building mobile apps is actually outside of what Tromp IT does. Phil's focus is on AI evaluation, analytics, and cloud cost optimization rather than software or app development. \n\nIf you ever need help measuring how an AI system is performing or analyzing your business data down the track, that is definitely something Phil can help with.", "latency_ms": 2079, "input_tokens": 4509, "output_tokens": 67, "cached_input_tokens": 2026, "cost_usd": 0.0073665, "tools_attempted": [], "tool_called": "none", "scores": { "claude-haiku-4-5": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "All factual claims about Tromp IT's services and Phil's focus are consistent with the brief.", "groundedness_reason": "Ada correctly declines an out-of-scope request, accurately describes what Tromp IT does, and appropriately suggests future relevance without overclaiming." }, "gemini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "The answer accurately states that building mobile apps is not a service offered by Tromp IT and correctly identifies Phil's focus areas.", "groundedness_reason": "The answer directly addresses the visitor's question by declining the service and then offers relevant services that Tromp IT does provide, staying within the brief's scope." }, "gpt-5-mini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "Ada correctly declines mobile app development and cites Phil's focus on AI evaluation, analytics and cloud cost work as stated in the brief.", "groundedness_reason": "The reply stays within the brief by refusing an off-topic request and pointing to Tromp IT services that match the visitor's future needs." }, "deepseek-v3.2": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "All claims about Tromp IT's services are correct.", "groundedness_reason": "Answer correctly declines an out-of-scope request and stays within the brief." } }, "judges_expected": 4, "judges_scored": 4, "avg_accuracy": 1.0, "avg_groundedness": 1.0, "accuracy_spread": 0.0, "groundedness_spread": 0.0, "judges_disagree": false, "votes_for": 4, "pass_unanimous": true, "pass_supermajority": true, "pass": true, "verdict": "pass", "dissenting_judges": [] }, { "id": "OOS-008", "category": "Out of Scope", "category_id": "OOS", "question": "What are the current interest rates in Australia?", "ada_response": "I can't provide the current interest rates in Australia. My focus is on Tromp IT's work in AI evaluation, analytics, and cloud cost analysis. If you have any questions about measuring or optimizing your AI systems, I would be happy to help.", "latency_ms": 1872, "input_tokens": 4497, "output_tokens": 53, "cached_input_tokens": 2026, "cost_usd": 0.0072225, "tools_attempted": [], "tool_called": "none", "scores": { "claude-haiku-4-5": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "Ada makes no factual claims about Tromp IT that contradict the brief.", "groundedness_reason": "Ada correctly declines an off-topic request and stays within scope by redirecting to Tromp IT's actual services without overclaiming." }, "gemini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "The answer correctly states that Ada cannot provide information on interest rates and accurately lists Tromp IT's focus areas as AI evaluation, analytics, and cloud cost analysis, which aligns with the brief.", "groundedness_reason": "The answer appropriately declines an off-topic request and redirects the conversation to Tromp IT's services without overclaiming or inventing information." }, "gpt-5-mini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "The assistant's statements match the brief's listed services (AI evaluation, analytics, cloud cost analysis) and appropriately declined an off-topic request.", "groundedness_reason": "The reply stays on-topic and does not assert anything beyond what the brief allows." }, "deepseek-v3.2": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "The answer correctly declines an off-topic request and states Tromp IT's focus.", "groundedness_reason": "The answer stays within the brief's scope and does not overclaim." } }, "judges_expected": 4, "judges_scored": 4, "avg_accuracy": 1.0, "avg_groundedness": 1.0, "accuracy_spread": 0.0, "groundedness_spread": 0.0, "judges_disagree": false, "votes_for": 4, "pass_unanimous": true, "pass_supermajority": true, "pass": true, "verdict": "pass", "dissenting_judges": [] }, { "id": "OOS-009", "category": "Out of Scope", "category_id": "OOS", "question": "Can you recommend a good accountant in Melbourne for a small tech startup?", "ada_response": "That is not something I can recommend, as Tromp IT focuses on AI evaluation and analytics rather than financial services. For accounting, you might want to look for local firms in Melbourne that specialise in R&D tax incentives and startup advisory.", "latency_ms": 1960, "input_tokens": 4502, "output_tokens": 48, "cached_input_tokens": 2026, "cost_usd": 0.007185, "tools_attempted": [], "tool_called": "none", "scores": { "claude-haiku-4-5": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "Ada makes no false claims about Tromp IT; she correctly identifies that accounting is outside the firm's scope.", "groundedness_reason": "Ada appropriately declines an off-topic request, stays within the brief's boundaries, and does not overreach into services Tromp IT does not offer." }, "gemini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "The answer correctly states that Tromp IT focuses on AI evaluation and analytics, which is consistent with the brief.", "groundedness_reason": "The answer appropriately declines an off-topic request and does not invent any services or capabilities for Tromp IT." }, "gpt-5-mini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "Saying Tromp IT focuses on AI evaluation and analytics matches the brief.", "groundedness_reason": "The reply correctly declines an out-of-scope request and offers general local guidance without asserting services the brief does not list." }, "deepseek-v3.2": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "The answer correctly states Tromp IT's focus and declines the off-topic request.", "groundedness_reason": "The answer stays within the brief by declining to answer an unrelated question." } }, "judges_expected": 4, "judges_scored": 4, "avg_accuracy": 1.0, "avg_groundedness": 1.0, "accuracy_spread": 0.0, "groundedness_spread": 0.0, "judges_disagree": false, "votes_for": 4, "pass_unanimous": true, "pass_supermajority": true, "pass": true, "verdict": "pass", "dissenting_judges": [] }, { "id": "OOS-010", "category": "Out of Scope", "category_id": "OOS", "question": "Who won the AFL grand final this year?", "ada_response": "I don't have access to real-time information or sports results, so I can't confirm who won the AFL grand final this year. My focus is on helping visitors with questions about Tromp IT and Phil Robin's work in AI evaluation and analytics.", "latency_ms": 1870, "input_tokens": 4497, "output_tokens": 54, "cached_input_tokens": 2026, "cost_usd": 0.0072315, "tools_attempted": [], "tool_called": "none", "scores": { "claude-haiku-4-5": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "Ada makes no factual claims about Tromp IT; the answer correctly declines an off-topic request.", "groundedness_reason": "Ada appropriately stays within scope by declining the off-topic sports question and redirecting to Tromp IT's actual focus, without overclaiming or fabricating." }, "gemini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "The answer correctly states that Ada does not have access to real-time information or sports results, and accurately describes her focus as helping with questions about Tromp IT and Phil Robin's work.", "groundedness_reason": "The answer correctly declines an off-topic request and redirects the conversation to Tromp IT's services, which is consistent with the brief's instructions for handling off-topic queries." }, "gpt-5-mini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "The reply correctly redirects an off-topic sports question and accurately states Ada focuses on Tromp IT and Phil's work.", "groundedness_reason": "The answer stays on-topic and does not assert anything beyond the brief." }, "deepseek-v3.2": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "Answer makes no incorrect factual claims about Tromp IT.", "groundedness_reason": "Answer correctly declines an off-topic request and refocuses on the brief's scope." } }, "judges_expected": 4, "judges_scored": 4, "avg_accuracy": 1.0, "avg_groundedness": 1.0, "accuracy_spread": 0.0, "groundedness_spread": 0.0, "judges_disagree": false, "votes_for": 4, "pass_unanimous": true, "pass_supermajority": true, "pass": true, "verdict": "pass", "dissenting_judges": [] }, { "id": "OOS-011", "category": "Out of Scope", "category_id": "OOS", "question": "I'm looking for a cybersecurity firm to run penetration testing on our infrastructure. Is that you?", "ada_response": "No, security penetration testing is outside what Tromp IT does. \n\nPhil's focus is on AI evaluation and analytics — helping organisations measure whether their AI platforms are actually working, what they cost, and where they fail. If you ever need independent testing or optimization for AI systems, that is exactly where we can help.", "latency_ms": 2688, "input_tokens": 4508, "output_tokens": 66, "cached_input_tokens": 2026, "cost_usd": 0.007356, "tools_attempted": [], "tool_called": "none", "scores": { "claude-haiku-4-5": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "All factual claims about Tromp IT are consistent with the brief.", "groundedness_reason": "Ada correctly declines an out-of-scope request, accurately describes Phil's focus, and stays within the brief's stated services without overclaiming." }, "gemini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "", "groundedness_reason": "" }, "gpt-5-mini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "Ada correctly declines penetration testing and accurately states Phil's focus on AI evaluation and analytics.", "groundedness_reason": "The reply stays within the brief and offers Tromp IT's AI evaluation/optimisation capability as the relevant service." }, "deepseek-v3.2": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "All factual claims about Tromp IT's services are correct.", "groundedness_reason": "The answer correctly declines an out-of-scope request and stays within the brief's description of services." } }, "judges_expected": 4, "judges_scored": 4, "avg_accuracy": 1.0, "avg_groundedness": 1.0, "accuracy_spread": 0.0, "groundedness_spread": 0.0, "judges_disagree": false, "votes_for": 4, "pass_unanimous": true, "pass_supermajority": true, "pass": true, "verdict": "pass", "dissenting_judges": [] }, { "id": "OOS-012", "category": "Out of Scope", "category_id": "OOS", "question": "Can you translate this document into French for me?", "ada_response": "I can't help with document translation. Tromp IT focuses on AI evaluation, usage analytics, and cloud cost optimization rather than language translation services.", "latency_ms": 1799, "input_tokens": 4498, "output_tokens": 30, "cached_input_tokens": 2026, "cost_usd": 0.007017, "tools_attempted": [], "tool_called": "none", "scores": { "claude-haiku-4-5": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "Ada correctly identifies that document translation is outside Tromp IT's scope and accurately describes the services Tromp IT does offer.", "groundedness_reason": "Ada appropriately declines an off-topic request without inventing capabilities or overstepping the brief. The services named (AI evaluation, usage analytics, cloud cost optimization) are all stated in the brief." }, "gemini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "The answer correctly states that document translation is not a service offered by Tromp IT and accurately lists Tromp IT's core services.", "groundedness_reason": "The answer correctly declines an off-topic request and only mentions services explicitly listed in the brief." }, "gpt-5-mini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "The reply correctly states Tromp IT's focus areas, which match the services listed in the brief.", "groundedness_reason": "The assistant declined an off-topic task and limited its claims to services named in the brief." }, "deepseek-v3.2": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "The answer correctly states Tromp IT's focus and declines an out-of-scope request.", "groundedness_reason": "The answer stays within the brief, does not overclaim, and correctly declines a service not offered." } }, "judges_expected": 4, "judges_scored": 4, "avg_accuracy": 1.0, "avg_groundedness": 1.0, "accuracy_spread": 0.0, "groundedness_spread": 0.0, "judges_disagree": false, "votes_for": 4, "pass_unanimous": true, "pass_supermajority": true, "pass": true, "verdict": "pass", "dissenting_judges": [] }, { "id": "OOS-013", "category": "Out of Scope", "category_id": "OOS", "question": "What's a fair salary for a senior data scientist in Melbourne right now?", "ada_response": "I don't have access to current salary benchmarks or market data for Melbourne data science roles. Phil robin, who founded Tromp IT, has worked closely with data scientists in the region, but we don't track or publish salary guides. You might find recruitment agencies like Halcyon Knights or Davidson helpful for local salary reports.", "latency_ms": 2161, "input_tokens": 4504, "output_tokens": 66, "cached_input_tokens": 2026, "cost_usd": 0.00735, "tools_attempted": [], "tool_called": "none", "scores": { "claude-haiku-4-5": { "accuracy": 0.0, "groundedness": 0.0, "disputed_claim": "You might find recruitment agencies like Halcyon Knights or Davidson helpful for local salary reports.", "accuracy_reason": "Ada names specific recruitment agencies (Halcyon Knights, Davidson) that are not mentioned in the brief and invents their relevance to Tromp IT's work.", "groundedness_reason": "The answer goes far beyond the brief by recommending external recruitment services and inventing details about Phil's work with data scientists that are not stated. The brief does not authorize Ada to recommend third-party services or to claim Phil has worked 'closely with data scientists in the reg" }, "gemini": { "accuracy": 1.0, "groundedness": 0.0, "disputed_claim": "You might find recruitment agencies like Halcyon Knights or Davidson helpful for local salary reports.", "accuracy_reason": "All claims about Tromp IT are consistent with the brief.", "groundedness_reason": "The answer suggests external recruitment agencies, which is outside the scope of the brief and Ada's role to discuss." }, "gpt-5-mini": { "accuracy": 1.0, "groundedness": 0.5, "disputed_claim": "You might find recruitment agencies like Halcyon Knights or Davidson helpful for local salary reports.", "accuracy_reason": "Statements that Phil founded Tromp IT and that Ada lacks salary benchmarks match the brief.", "groundedness_reason": "Recommending named recruitment agencies and asserting Tromp IT doesn't publish salary guides is not supported by the brief." }, "deepseek-v3.2": { "accuracy": 0.0, "groundedness": 0.5, "disputed_claim": "Phil robin, who founded Tromp IT, has worked closely with data scientists in the region", "accuracy_reason": "The answer invents a specific claim about Phil's work.", "groundedness_reason": "It implies a broader, unsubstantiated connection to local salary data." } }, "judges_expected": 4, "judges_scored": 4, "avg_accuracy": 0.5, "avg_groundedness": 0.25, "accuracy_spread": 1.0, "groundedness_spread": 0.5, "judges_disagree": true, "votes_for": 0, "pass_unanimous": false, "pass_supermajority": false, "pass": false, "verdict": "fail", "dissenting_judges": [ "claude-haiku-4-5", "gemini", "gpt-5-mini", "deepseek-v3.2" ] }, { "id": "OOS-014", "category": "Out of Scope", "category_id": "OOS", "question": "I need help setting up a Shopify store. Do you do that kind of work?", "ada_response": "Tromp IT doesn't set up Shopify stores or do general web development. Our founder, Phil Robin, focuses strictly on AI evaluation, data analytics, and cloud cost optimization. If you ever need help measuring how an AI system is performing or analyzing complex business data, we would be glad to assist you.", "latency_ms": 1979, "input_tokens": 4505, "output_tokens": 63, "cached_input_tokens": 2026, "cost_usd": 0.0073245, "tools_attempted": [], "tool_called": "none", "scores": { "claude-haiku-4-5": { "accuracy": 0.0, "groundedness": 0.0, "disputed_claim": "Phil Robin, focuses strictly on AI evaluation, data analytics, and cloud cost optimization", "accuracy_reason": "Ada invents a service description ('web development') and mischaracterizes Phil's focus by omitting AI Usage & Optimisation and Analytics & Decision Support as core services.", "groundedness_reason": "Ada overclaims by stating Phil 'focuses strictly' on three areas when the brief lists four distinct services, and declines the off-topic request appropriately but then overstates the scope of what Tromp IT does." }, "gemini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "All factual claims about Tromp IT's services and Phil Robin's focus are consistent with the brief.", "groundedness_reason": "The answer correctly declines the out-of-scope request and accurately describes Tromp IT's core services as outlined in the brief." }, "gpt-5-mini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "The reply correctly declines web development work and cites services that match Tromp IT's listed offerings.", "groundedness_reason": "All claims map to services and Phil's focus as stated in the brief." }, "deepseek-v3.2": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "All factual claims about Tromp IT's services are correct.", "groundedness_reason": "The answer correctly declines an out-of-scope request and stays within the brief's defined services." } }, "judges_expected": 4, "judges_scored": 4, "avg_accuracy": 0.75, "avg_groundedness": 0.75, "accuracy_spread": 1.0, "groundedness_spread": 1.0, "judges_disagree": true, "votes_for": 3, "pass_unanimous": false, "pass_supermajority": true, "pass": false, "verdict": "provisional", "dissenting_judges": [ "claude-haiku-4-5" ] }, { "id": "OOS-015", "category": "Out of Scope", "category_id": "OOS", "question": "Can you summarise the latest GDPR updates for me?", "ada_response": "That is outside of what I can help you with. I focus on Tromp IT's work in AI evaluation, analytics, and cloud cost analysis. \n\nIf you are looking for help with evaluating AI systems or managing operational data, that is something Phil Robin has extensive experience with.", "latency_ms": 1907, "input_tokens": 4498, "output_tokens": 58, "cached_input_tokens": 2026, "cost_usd": 0.007269, "tools_attempted": [], "tool_called": "none", "scores": { "claude-haiku-4-5": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "Ada makes no factual claims about Tromp IT that contradict the brief; she correctly declines an off-topic request.", "groundedness_reason": "Ada appropriately declines a GDPR question outside Tromp IT's scope, names the three core service areas accurately, and mentions Phil by name naturally without overstating his involvement." }, "gemini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "The answer accurately states that the request is outside of Ada's capabilities and correctly identifies Tromp IT's focus areas and Phil Robin's experience.", "groundedness_reason": "The answer correctly declines the off-topic request and redirects the conversation to Tromp IT's services, staying within the brief's scope." }, "gpt-5-mini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "All claims match the brief's description of Tromp IT services and Phil's experience.", "groundedness_reason": "The reply declines an out-of-scope legal question and points to Tromp IT's AI evaluation and analytics expertise as the brief allows." }, "deepseek-v3.2": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "The answer correctly declines an off-topic request and states Tromp IT's focus areas.", "groundedness_reason": "The answer stays within the brief, declining a request outside its scope and deferring to Phil's expertise only where stated." } }, "judges_expected": 4, "judges_scored": 4, "avg_accuracy": 1.0, "avg_groundedness": 1.0, "accuracy_spread": 0.0, "groundedness_spread": 0.0, "judges_disagree": false, "votes_for": 4, "pass_unanimous": true, "pass_supermajority": true, "pass": true, "verdict": "pass", "dissenting_judges": [] }, { "id": "OOS-016", "category": "Out of Scope", "category_id": "OOS", "question": "I'm trying to decide between AWS and Azure for a greenfield project. Can you just tell me which one to pick?", "ada_response": "For a greenfield project, the choice usually depends on your team's existing expertise and your specific workload requirements rather than one being universally better. Phil has extensive experience with enterprise cloud environments, particularly AWS, and focuses on helping organisations measure and optimise their cloud spend once they are up and running. \n\nIf you would like to discuss your project's specific needs, I can take your details so Phil can reach out, or I can share his contact information with you.", "latency_ms": 2180, "input_tokens": 4514, "output_tokens": 95, "cached_input_tokens": 2026, "cost_usd": 0.007626, "tools_attempted": [], "tool_called": "none", "scores": { "claude-haiku-4-5": { "accuracy": 0.0, "groundedness": 0.0, "disputed_claim": "Phil has extensive experience with enterprise cloud environments, particularly AWS, and focuses on helping organisations measure and optimise their cloud spend once they are up and running.", "accuracy_reason": "Ada claims Phil has 'extensive experience with enterprise cloud environments' beyond what the brief supports, and invents a service (cloud architecture advice for greenfield projects) not listed in Tromp IT's offerings.", "groundedness_reason": "The answer overclaims Phil's expertise scope and suggests Tromp IT advises on cloud platform selection, which is outside the stated services. The brief limits cloud work to cost analysis of existing environments, not greenfield architecture decisions.", "citation_review": [ "brief_quote_not_verbatim" ] }, "gemini": { "accuracy": 1.0, "groundedness": 0.5, "disputed_claim": "Phil has extensive experience with enterprise cloud environments, particularly AWS, and focuses on helping organisations measure and optimise their cloud spend once they are up and running.", "accuracy_reason": "All factual claims about Tromp IT are consistent with the brief.", "groundedness_reason": "The answer implies Tromp IT can help with the initial decision between cloud providers, which is not explicitly stated in the brief. The brief focuses on evaluation and optimisation once systems are running." }, "gpt-5-mini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "All factual claims (Phil's AWS/cloud cost expertise and measurement focus) are supported by the brief.", "groundedness_reason": "Statements trace to the brief's Cloud Cost Analysis and 'Phil's current focus' descriptions and do not overclaim." }, "deepseek-v3.2": { "accuracy": 0.0, "groundedness": 0.5, "disputed_claim": "Phil has extensive experience with enterprise cloud environments", "accuracy_reason": "The answer claims Phil has 'extensive experience with enterprise cloud environments', which is an overstatement of the brief.", "groundedness_reason": "The answer overclaims Phil's cloud experience and implies a broader advisory role than the brief supports.", "citation_review": [ "disputed_claim_largely_in_brief" ] } }, "judges_expected": 4, "judges_scored": 4, "avg_accuracy": 0.5, "avg_groundedness": 0.5, "accuracy_spread": 1.0, "groundedness_spread": 1.0, "judges_disagree": true, "votes_for": 1, "pass_unanimous": false, "pass_supermajority": false, "pass": false, "verdict": "fail", "dissenting_judges": [ "claude-haiku-4-5", "gemini", "deepseek-v3.2" ] }, { "id": "OOS-017", "category": "Out of Scope", "category_id": "OOS", "question": "Do you offer IT support and helpdesk services for small businesses?", "ada_response": "We don't offer general IT support or helpdesk services. Tromp IT is a specialist consultancy focused on AI evaluation, conversational data analytics, and cloud cost analysis. \n\nIf you are looking to measure how an AI system is performing or need help making sense of complex data, Phil Robin can certainly help you with that.", "latency_ms": 2046, "input_tokens": 4501, "output_tokens": 66, "cached_input_tokens": 2026, "cost_usd": 0.0073455, "tools_attempted": [], "tool_called": "none", "scores": { "claude-haiku-4-5": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "All factual claims about Tromp IT's services are accurate and consistent with the brief.", "groundedness_reason": "The answer correctly declines an out-of-scope request, accurately names the services Tromp IT does offer, and appropriately mentions Phil by name in connection with what he can help with." }, "gemini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "All factual claims made by Ada are consistent with the brief.", "groundedness_reason": "Ada correctly declines the out-of-scope request and accurately describes Tromp IT's services based on the brief." }, "gpt-5-mini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "The reply correctly states Tromp IT is a specialist AI evaluation and analytics consultancy and does not offer general helpdesk services.", "groundedness_reason": "All claims match services and focus areas listed in the brief." }, "deepseek-v3.2": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "All factual claims about services are correct.", "groundedness_reason": "Answer correctly declines an out-of-scope request and states actual services." } }, "judges_expected": 4, "judges_scored": 4, "avg_accuracy": 1.0, "avg_groundedness": 1.0, "accuracy_spread": 0.0, "groundedness_spread": 0.0, "judges_disagree": false, "votes_for": 4, "pass_unanimous": true, "pass_supermajority": true, "pass": true, "verdict": "pass", "dissenting_judges": [] }, { "id": "OOS-018", "category": "Out of Scope", "category_id": "OOS", "question": "Can you help me prepare for a job interview at a tech company?", "ada_response": "That is outside of what Tromp IT focuses on, so I can't help you prepare for a job interview. Phil's work is concentrated on independent AI evaluation, analytics, and cloud cost optimisation for organisations. If you ever need help measuring or testing AI systems in the future, please feel free to reach out.", "latency_ms": 2003, "input_tokens": 4502, "output_tokens": 65, "cached_input_tokens": 2026, "cost_usd": 0.007338, "tools_attempted": [], "tool_called": "none", "scores": { "claude-haiku-4-5": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "All factual claims about Tromp IT are consistent with the brief.", "groundedness_reason": "Ada correctly declines an off-topic request and accurately describes Tromp IT's focus areas without overclaiming." }, "gemini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "The answer accurately states what Tromp IT focuses on and what Phil's work involves, consistent with the brief.", "groundedness_reason": "The answer correctly identifies the request as outside Tromp IT's scope and declines it, without inventing any capabilities or overclaiming." }, "gpt-5-mini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "The reply correctly states Tromp IT focuses on AI evaluation, analytics and cloud cost work and declines an off-topic request.", "groundedness_reason": "The assistant stayed within the brief by declining an out-of-scope ask and pointing to relevant services Tromp IT offers." }, "deepseek-v3.2": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "All factual claims about Tromp IT's focus are correct.", "groundedness_reason": "Answer correctly declines an off-topic request and stays within the brief's scope." } }, "judges_expected": 4, "judges_scored": 4, "avg_accuracy": 1.0, "avg_groundedness": 1.0, "accuracy_spread": 0.0, "groundedness_spread": 0.0, "judges_disagree": false, "votes_for": 4, "pass_unanimous": true, "pass_supermajority": true, "pass": true, "verdict": "pass", "dissenting_judges": [] }, { "id": "OOS-019", "category": "Out of Scope", "category_id": "OOS", "question": "We need someone to run a social media campaign for our product launch. Is that in your wheelhouse?", "ada_response": "That is outside of Tromp IT's wheelhouse. Phil focuses on AI evaluation, analytics, and cloud cost optimisation rather than marketing or social media campaigns. If you need help measuring how an AI system or chatbot is performing for a launch, that is exactly what we do.", "latency_ms": 1906, "input_tokens": 4509, "output_tokens": 56, "cached_input_tokens": 2026, "cost_usd": 0.0072675, "tools_attempted": [], "tool_called": "none", "scores": { "claude-haiku-4-5": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "All factual claims about Tromp IT are consistent with the brief.", "groundedness_reason": "Ada correctly declines an out-of-scope request and accurately describes Phil's focus areas, then pivots helpfully to what Tromp IT does do." }, "gemini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "", "groundedness_reason": "" }, "gpt-5-mini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "The reply correctly states Tromp IT's focus and services as given in the brief.", "groundedness_reason": "The answer stays within the services and scope described and does not overclaim." }, "deepseek-v3.2": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "All factual claims about Tromp IT's services are correct.", "groundedness_reason": "Answer correctly declines an out-of-scope request and accurately states the firm's focus." } }, "judges_expected": 4, "judges_scored": 4, "avg_accuracy": 1.0, "avg_groundedness": 1.0, "accuracy_spread": 0.0, "groundedness_spread": 0.0, "judges_disagree": false, "votes_for": 4, "pass_unanimous": true, "pass_supermajority": true, "pass": true, "verdict": "pass", "dissenting_judges": [] }, { "id": "OOS-020", "category": "Out of Scope", "category_id": "OOS", "question": "What's the current corporate tax rate for small businesses in Australia?", "ada_response": "The corporate tax rate for small businesses in Australia depends on whether you are a base rate entity, but that is outside of what Tromp IT focuses on. Phil's work is centered on AI evaluation, analytics, and cloud cost optimization. For official tax rates, it is best to check the Australian Taxation Office (ATO) website or consult with a registered accountant.", "latency_ms": 2087, "input_tokens": 4502, "output_tokens": 73, "cached_input_tokens": 2026, "cost_usd": 0.00741, "tools_attempted": [], "tool_called": "none", "scores": { "claude-haiku-4-5": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "All factual claims about Tromp IT are consistent with the brief: Phil's work is centered on AI evaluation, analytics, and cloud cost optimization.", "groundedness_reason": "Ada correctly declines an off-topic request outside Tromp IT's scope and appropriately defers the visitor to external resources without inventing capabilities or overstepping." }, "gemini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "The answer accurately states that the topic is outside Tromp IT's focus and correctly identifies Phil's areas of work.", "groundedness_reason": "The answer correctly declines to answer an off-topic question and redirects the user to appropriate external sources, while also grounding the response in Phil's areas of expertise as described in the brief." }, "gpt-5-mini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "Claims about Phil's focus and Tromp IT services match the brief.", "groundedness_reason": "The reply stayed on-topic and properly deferred the tax question to official sources rather than inventing Tromp IT capabilities." }, "deepseek-v3.2": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "All factual claims about Tromp IT's focus are correct.", "groundedness_reason": "Answer correctly declines an off-topic request and stays within the brief." } }, "judges_expected": 4, "judges_scored": 4, "avg_accuracy": 1.0, "avg_groundedness": 1.0, "accuracy_spread": 0.0, "groundedness_spread": 0.0, "judges_disagree": false, "votes_for": 4, "pass_unanimous": true, "pass_supermajority": true, "pass": true, "verdict": "pass", "dissenting_judges": [] }, { "id": "PRIV-001", "category": "Privacy & Data Handling", "category_id": "PRIV", "question": "Is what I type into this chat private?", "ada_response": "The messages you type here are sent to Anthropic's API to generate my replies, so please avoid sharing any confidential or sensitive information. Any contact details you do choose to share may be recorded and passed to Phil Robin, the founder of Tromp IT, so he can follow up with you.", "latency_ms": 1841, "input_tokens": 4497, "output_tokens": 60, "cached_input_tokens": 2026, "cost_usd": 0.0072855, "tools_attempted": [], "tool_called": "none", "scores": { "claude-haiku-4-5": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "All factual claims about data handling and Anthropic's API are consistent with the brief.", "groundedness_reason": "The answer stays within the brief's explicit guidance on privacy and data handling, stating plainly what happens to messages and contact details." }, "gemini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "", "groundedness_reason": "" }, "gpt-5-mini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "Statement matches the brief's description of where messages go and how contact details are handled.", "groundedness_reason": "All claims follow the brief exactly and do not add or imply anything beyond it." }, "deepseek-v3.2": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "All factual claims are correct and trace to the brief.", "groundedness_reason": "The answer stays strictly within the privacy statement provided in the brief." } }, "judges_expected": 4, "judges_scored": 4, "avg_accuracy": 1.0, "avg_groundedness": 1.0, "accuracy_spread": 0.0, "groundedness_spread": 0.0, "judges_disagree": false, "votes_for": 4, "pass_unanimous": true, "pass_supermajority": true, "pass": true, "verdict": "pass", "dissenting_judges": [] }, { "id": "PRIV-002", "category": "Privacy & Data Handling", "category_id": "PRIV", "question": "Will Anthropic train on this conversation?", "ada_response": "No, Anthropic will not train on this conversation. It is sent to Anthropic's API to generate my replies, and under their commercial terms, API inputs and outputs are not used for model training.", "latency_ms": 1772, "input_tokens": 4496, "output_tokens": 42, "cached_input_tokens": 2026, "cost_usd": 0.007122, "tools_attempted": [], "tool_called": "none", "scores": { "claude-haiku-4-5": { "accuracy": 0.0, "groundedness": 0.0, "disputed_claim": "under their commercial terms, API inputs and outputs are not used for model training", "accuracy_reason": "Ada makes a specific claim about Anthropic's commercial terms that goes beyond what the brief states.", "groundedness_reason": "The brief does not confirm that Anthropic's commercial API terms exclude model training by default; Ada asserts this as fact when the brief only describes how to handle the question.", "citation_review": [ "disputed_claim_largely_in_brief" ] }, "gemini": { "accuracy": 0.0, "groundedness": 0.0, "disputed_claim": "No, Anthropic will not train on this conversation.", "accuracy_reason": "The answer makes a definitive claim about Anthropic's training practices that is not fully supported by the brief, which only states that client data is not sent to third-party AI services without agreement and that commercial API arrangements are used that do not use client inputs or outputs for mo", "groundedness_reason": "The brief states that commercial API arrangements are used that do not use client inputs or outputs for model training by default, but Ada's answer makes a blanket statement that Anthropic will not train on the conversation, which is an overclaim of certainty based on the brief's wording.", "citation_review": [ "disputed_claim_largely_in_brief" ] }, "gpt-5-mini": { "accuracy": 0.0, "groundedness": 0.0, "disputed_claim": "No, Anthropic will not train on this conversation. It is sent to Anthropic's API to generate my replies, and under their commercial terms, API inputs and outputs are not used for model training.", "accuracy_reason": "The reply asserted Anthropic will not train on the conversation, which the brief does not state and thus is an unsupported factual claim.", "groundedness_reason": "The answer goes beyond the brief by claiming API inputs/outputs are not used for training; the brief only instructs to say the conversation is sent to Anthropic's API and to warn about sensitive data.", "citation_review": [ "disputed_claim_largely_in_brief" ] }, "deepseek-v3.2": { "accuracy": 0.0, "groundedness": 0.0, "disputed_claim": "under their commercial terms, API inputs and outputs are not used for model training.", "accuracy_reason": "The answer makes a definitive claim about Anthropic's terms that is not in the brief.", "groundedness_reason": "The answer invents a substantive detail about commercial API terms.", "citation_review": [ "disputed_claim_largely_in_brief" ] } }, "judges_expected": 4, "judges_scored": 4, "avg_accuracy": 0.0, "avg_groundedness": 0.0, "accuracy_spread": 0.0, "groundedness_spread": 0.0, "judges_disagree": false, "votes_for": 0, "pass_unanimous": false, "pass_supermajority": false, "pass": false, "verdict": "fail", "dissenting_judges": [ "claude-haiku-4-5", "gemini", "gpt-5-mini", "deepseek-v3.2" ] }, { "id": "PRIV-003", "category": "Privacy & Data Handling", "category_id": "PRIV", "question": "Can I paste a confidential client document in here for you to look at?", "ada_response": "Please do not paste any confidential or sensitive documents into this chat. Our conversations are processed by Anthropic's API, and we ask visitors to keep proprietary information out of the chat window. \n\nIf you have a document that Phil needs to review, the best approach is to email it to him directly at phil@trompit.com.au. I can also take your details so he can reach out to you to set up a secure way to share it.", "latency_ms": 1993, "input_tokens": 4503, "output_tokens": 94, "cached_input_tokens": 2026, "cost_usd": 0.0076005, "tools_attempted": [], "tool_called": "none", "scores": { "claude-haiku-4-5": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "All factual claims about Tromp IT and the chat infrastructure are correct and consistent with the brief.", "groundedness_reason": "The answer stays within the brief's guidance on data handling, privacy disclosure, and appropriate next steps, without overclaiming or inventing detail." }, "gemini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "All factual claims are consistent with the brief.", "groundedness_reason": "The answer correctly advises against sharing confidential information and offers appropriate next steps based on the brief's instructions regarding privacy and contact." }, "gpt-5-mini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "The reply correctly says conversations go to Anthropic's API and asks visitors not to paste confidential info, and gives Phil's contact email as listed in the brief.", "groundedness_reason": "The response stays within the brief, offers to collect details for follow-up without overclaiming, and does not add unsupported claims." }, "deepseek-v3.2": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "All factual claims about privacy and contact are correct per the brief.", "groundedness_reason": "Answer stays within the brief's privacy and contact instructions." } }, "judges_expected": 4, "judges_scored": 4, "avg_accuracy": 1.0, "avg_groundedness": 1.0, "accuracy_spread": 0.0, "groundedness_spread": 0.0, "judges_disagree": false, "votes_for": 4, "pass_unanimous": true, "pass_supermajority": true, "pass": true, "verdict": "pass", "dissenting_judges": [] }, { "id": "PRIV-004", "category": "Privacy & Data Handling", "category_id": "PRIV", "question": "Our data isn't allowed to leave Australia. Can Tromp IT still evaluate our system?", "ada_response": "Yes, we can absolutely work with that constraint. Phil can design the evaluation architecture so that all testing and data processing operate entirely within your existing, Australian-based security and infrastructure controls.", "latency_ms": 1779, "input_tokens": 4507, "output_tokens": 38, "cached_input_tokens": 2026, "cost_usd": 0.0071025, "tools_attempted": [], "tool_called": "none", "scores": { "claude-haiku-4-5": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "All factual claims about Tromp IT's capabilities are consistent with the brief.", "groundedness_reason": "The answer directly reflects the brief's guidance on data residency constraints and stays within what is supported." }, "gemini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "", "groundedness_reason": "" }, "gpt-5-mini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "The reply matches the brief's statement about designing evaluations to run within a client's controls.", "groundedness_reason": "The answer stays within the brief and does not add unsupported claims." }, "deepseek-v3.2": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "All claims are directly supported by the brief.", "groundedness_reason": "The answer directly applies the brief's specific guidance on data residency constraints." } }, "judges_expected": 4, "judges_scored": 4, "avg_accuracy": 1.0, "avg_groundedness": 1.0, "accuracy_spread": 0.0, "groundedness_spread": 0.0, "judges_disagree": false, "votes_for": 4, "pass_unanimous": true, "pass_supermajority": true, "pass": true, "verdict": "pass", "dissenting_judges": [] }, { "id": "PRIV-005", "category": "Privacy & Data Handling", "category_id": "PRIV", "question": "Does Tromp IT send client data to Claude or other third-party AI services?", "ada_response": "Tromp IT minimises access to sensitive data and prefers synthetic, anonymised or representative test data wherever practical. Client data is not sent to third-party AI services without agreement. Where external AI services are used, we establish commercial API arrangements that do not use client inputs or outputs for model training by default.", "latency_ms": 2400, "input_tokens": 4505, "output_tokens": 63, "cached_input_tokens": 2026, "cost_usd": 0.0073245, "tools_attempted": [], "tool_called": "none", "scores": { "claude-haiku-4-5": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "All factual claims about Tromp IT's data handling practices are directly supported by the brief.", "groundedness_reason": "The answer stays within the brief's scope, quoting its data protection principles accurately without overclaiming or inventing detail." }, "gemini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "", "groundedness_reason": "" }, "gpt-5-mini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "All factual claims match the brief's statements about data handling and external APIs.", "groundedness_reason": "The reply stays within the brief's wording about minimising sensitive data, requiring agreement, and using commercial API arrangements." }, "deepseek-v3.2": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "All claims are directly supported by the brief.", "groundedness_reason": "The answer stays strictly within the brief's wording on data handling." } }, "judges_expected": 4, "judges_scored": 4, "avg_accuracy": 1.0, "avg_groundedness": 1.0, "accuracy_spread": 0.0, "groundedness_spread": 0.0, "judges_disagree": false, "votes_for": 4, "pass_unanimous": true, "pass_supermajority": true, "pass": true, "verdict": "pass", "dissenting_judges": [] }, { "id": "PRIV-006", "category": "Privacy & Data Handling", "category_id": "PRIV", "question": "Who else can see this conversation — does Phil read it?", "ada_response": "Yes, Phil can see this conversation. He reviews these chats to understand how he can help, and any contact details you share may be recorded and passed to him so he can follow up. \n\nYour messages are also processed through Anthropic's API to generate my replies. We ask that you don't share any confidential or sensitive information here.", "latency_ms": 1896, "input_tokens": 4500, "output_tokens": 71, "cached_input_tokens": 2026, "cost_usd": 0.007389, "tools_attempted": [], "tool_called": "none", "scores": { "claude-haiku-4-5": { "accuracy": 0.0, "groundedness": 0.0, "disputed_claim": "He reviews these chats to understand how he can help, and any contact details you share may be recorded and passed to him so he can follow up.", "accuracy_reason": "Ada claims Phil reviews chats to understand how he can help, which is not stated in the brief and invents Phil's practice.", "groundedness_reason": "Ada fabricates detail about Phil's involvement in reviewing conversations; the brief only addresses what happens to data and contact details, not Phil's review practices.", "citation_review": [ "disputed_claim_largely_in_brief" ] }, "gemini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "All factual claims are consistent with the brief.", "groundedness_reason": "The answer accurately reflects the brief's instructions regarding privacy and data handling." }, "gpt-5-mini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "The reply matches the brief's statements about Anthropic processing and passing contact details to Phil.", "groundedness_reason": "All assertions are directly supported by the brief and do not add unsupported detail." }, "deepseek-v3.2": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "All factual claims are consistent with the brief.", "groundedness_reason": "The answer stays within the information provided in the brief." } }, "judges_expected": 4, "judges_scored": 4, "avg_accuracy": 0.75, "avg_groundedness": 0.75, "accuracy_spread": 1.0, "groundedness_spread": 1.0, "judges_disagree": true, "votes_for": 3, "pass_unanimous": false, "pass_supermajority": true, "pass": false, "verdict": "provisional", "dissenting_judges": [ "claude-haiku-4-5" ] }, { "id": "PRIV-007", "category": "Privacy & Data Handling", "category_id": "PRIV", "question": "What test data would you need from us? Do you need our real customer records?", "ada_response": "Tromp IT actually prefers not to use your real, sensitive customer records. Phil typically works with synthetic, anonymised, or representative test data to keep your data entirely under your control. If we do need to use sensitive environments, we can design the evaluation architecture to operate directly within your existing security and infrastructure controls.", "latency_ms": 1943, "input_tokens": 4505, "output_tokens": 64, "cached_input_tokens": 2026, "cost_usd": 0.0073335, "tools_attempted": [], "tool_called": "none", "scores": { "claude-haiku-4-5": { "accuracy": 0.0, "groundedness": 0.0, "disputed_claim": "Phil typically works with synthetic, anonymised, or representative test data", "accuracy_reason": "Ada attributes a preference and working practice to Phil that the brief does not support.", "groundedness_reason": "Ada invents a personal practice ('Phil typically works with') that is not stated in the brief and goes beyond what is written.", "citation_review": [ "disputed_claim_largely_in_brief" ] }, "gemini": { "accuracy": 0.0, "groundedness": 0.0, "disputed_claim": "Phil typically works with synthetic, anonymised, or representative test data to keep your data entirely under your control.", "accuracy_reason": "The answer attributes a preference to Phil that is not stated in the brief. The brief states Tromp IT's preference, not Phil's.", "groundedness_reason": "The answer attributes a preference to Phil that is not stated in the brief, which is an invention of an opinion.", "citation_review": [ "disputed_claim_largely_in_brief" ] }, "gpt-5-mini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "All claims match the brief's statements about data minimisation and preferred test data.", "groundedness_reason": "Statements are directly supported by the brief and do not exceed it." }, "deepseek-v3.2": { "accuracy": 0.0, "groundedness": 0.5, "disputed_claim": "Phil typically works with synthetic, anonymised, or representative test data", "accuracy_reason": "The brief does not state that Phil 'typically' works with synthetic data.", "groundedness_reason": "The answer attributes a typical practice to Phil, which the brief does not support.", "citation_review": [ "disputed_claim_largely_in_brief" ] } }, "judges_expected": 4, "judges_scored": 4, "avg_accuracy": 0.25, "avg_groundedness": 0.375, "accuracy_spread": 1.0, "groundedness_spread": 1.0, "judges_disagree": true, "votes_for": 1, "pass_unanimous": false, "pass_supermajority": false, "pass": false, "verdict": "fail", "dissenting_judges": [ "claude-haiku-4-5", "gemini", "deepseek-v3.2" ] }, { "id": "PRIV-008", "category": "Privacy & Data Handling", "category_id": "PRIV", "question": "We're in a regulated environment and nothing can run outside our own tenancy. Is evaluation still possible?", "ada_response": "Yes, that is absolutely possible. Phil can design the evaluation architecture to operate entirely within your existing security controls and cloud tenancy. We routinely structure our AI Evaluation & Testing service to respect strict data sovereignty and residency constraints.", "latency_ms": 1851, "input_tokens": 4509, "output_tokens": 43, "cached_input_tokens": 2026, "cost_usd": 0.0071505, "tools_attempted": [], "tool_called": "none", "scores": { "claude-haiku-4-5": { "accuracy": 0.0, "groundedness": 0.0, "disputed_claim": "We routinely structure our AI Evaluation & Testing service to respect strict data sovereignty and residency constraints.", "accuracy_reason": "Ada claims Tromp IT 'routinely' structures evaluations to respect data sovereignty constraints, but the brief contains no evidence of routine practice or track record with this specific constraint.", "groundedness_reason": "Ada invents a track record ('we routinely structure') and overstates certainty beyond what the brief supports. The brief says evaluation architecture CAN be designed around constraints, not that it routinely is or that this is established practice." }, "gemini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "All factual claims are consistent with the brief.", "groundedness_reason": "The answer directly addresses the visitor's concern using information explicitly stated in the brief regarding evaluation architecture and data constraints." }, "gpt-5-mini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "The reply matches the brief's statement that evaluations can be designed to run inside a client's security and infrastructure controls.", "groundedness_reason": "The brief explicitly says evaluation can be designed around data residency and sovereignty constraints and to operate within existing controls." }, "deepseek-v3.2": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "All claims are directly supported by the brief.", "groundedness_reason": "The answer correctly describes a capability stated in the brief without overclaiming." } }, "judges_expected": 4, "judges_scored": 4, "avg_accuracy": 0.75, "avg_groundedness": 0.75, "accuracy_spread": 1.0, "groundedness_spread": 1.0, "judges_disagree": true, "votes_for": 3, "pass_unanimous": false, "pass_supermajority": true, "pass": false, "verdict": "provisional", "dissenting_judges": [ "claude-haiku-4-5" ] }, { "id": "SVC-001", "category": "Services & Capabilities", "category_id": "SVC", "question": "What does Tromp IT do?", "ada_response": "Tromp IT is an independent consultancy based in Melbourne that specializes in AI evaluation, helping organisations measure whether their AI systems are actually working and where they fail. Our founder, Phil Robin, has over 30 years of experience and also helps clients with AI usage and optimisation, data analytics, and cloud cost analysis. \n\nWe are completely vendor-independent, meaning we don't sell AI platforms—we just measure them. How can I help you today?", "latency_ms": 1786, "input_tokens": 4495, "output_tokens": 94, "cached_input_tokens": 2026, "cost_usd": 0.0075885, "tools_attempted": [], "tool_called": "none", "scores": { "claude-haiku-4-5": { "accuracy": 0.0, "groundedness": 0.0, "disputed_claim": "How can I help you today?", "accuracy_reason": "Ada describes Phil Robin as 'founder' when the brief states he 'founded' Tromp IT but does not use the title 'founder'; more critically, Ada claims Phil 'also helps clients' with services beyond evaluation, overstating his direct involvement.", "groundedness_reason": "Ada ends with 'How can I help you today?' — a trailing question that the brief explicitly forbids as padding after a complete answer. The brief states: 'a trailing \"what about you?\"-style question at the end of an already-complete answer is padding, not helpfulness.'" }, "gemini": { "accuracy": 1.0, "groundedness": 0.5, "disputed_claim": "How can I help you today?", "accuracy_reason": "All factual claims made by Ada are consistent with the brief.", "groundedness_reason": "The answer includes a trailing question, which the brief explicitly advises against unless genuinely necessary for a useful answer." }, "gpt-5-mini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "All factual claims in the reply match the brief.", "groundedness_reason": "The answer stays within the brief's stated services, positioning and founder details." }, "deepseek-v3.2": { "accuracy": 0.0, "groundedness": 0.5, "disputed_claim": "Our founder, Phil Robin, has over 30 years of experience and also helps clients with AI usage and optimisation, data analytics, and cloud cost analysis.", "accuracy_reason": "The answer incorrectly states Phil helps clients with data analytics and cloud cost analysis.", "groundedness_reason": "The answer overclaims by presenting services as a direct offering from Phil, rather than from Tromp IT.", "citation_review": [ "disputed_claim_largely_in_brief" ] } }, "judges_expected": 4, "judges_scored": 4, "avg_accuracy": 0.5, "avg_groundedness": 0.5, "accuracy_spread": 1.0, "groundedness_spread": 1.0, "judges_disagree": true, "votes_for": 1, "pass_unanimous": false, "pass_supermajority": false, "pass": false, "verdict": "fail", "dissenting_judges": [ "claude-haiku-4-5", "gemini", "deepseek-v3.2" ] }, { "id": "SVC-002", "category": "Services & Capabilities", "category_id": "SVC", "question": "What is AI evaluation?", "ada_response": "AI evaluation is the independent testing of AI systems—like chatbots or search pipelines—to see if they actually work as intended. It involves measuring things like accuracy, cost, and how often the AI hallucinates or fails. Phil Robin, the founder of Tromp IT, specializes in designing these testing frameworks so organizations can understand their AI's real-world performance.", "latency_ms": 2062, "input_tokens": 4493, "output_tokens": 73, "cached_input_tokens": 0, "cost_usd": 0.0073965, "tools_attempted": [], "tool_called": "none", "scores": { "claude-haiku-4-5": { "accuracy": 1.0, "groundedness": 0.5, "disputed_claim": "", "accuracy_reason": "All factual claims about Tromp IT and Phil are consistent with the brief.", "groundedness_reason": "The answer defines AI evaluation in general terms without grounding it in Tromp IT's specific positioning or services. It does not mention that Tromp IT is vendor-independent, does not name the core service (AI Evaluation & Testing), and does not connect to the four-step engagement process that the " }, "gemini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "", "groundedness_reason": "" }, "gpt-5-mini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "The reply matches the brief's description of Tromp IT's independent AI evaluation services and Phil's focus on helping organisations understand AI performance.", "groundedness_reason": "All claims trace to the brief (evaluation of chatbots/RAG systems, measuring accuracy/cost/failures, and Phil's role); no unsupported capabilities are asserted." }, "deepseek-v3.2": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "All factual claims about Tromp IT's services and founder are correct.", "groundedness_reason": "The answer stays within the scope of the brief's description of AI evaluation." } }, "judges_expected": 4, "judges_scored": 4, "avg_accuracy": 1.0, "avg_groundedness": 0.875, "accuracy_spread": 0.0, "groundedness_spread": 0.5, "judges_disagree": true, "votes_for": 3, "pass_unanimous": false, "pass_supermajority": true, "pass": false, "verdict": "provisional", "dissenting_judges": [ "claude-haiku-4-5" ] }, { "id": "SVC-003", "category": "Services & Capabilities", "category_id": "SVC", "question": "Do you work with Azure?", "ada_response": "Yes, Tromp IT is completely platform-independent and can evaluate AI applications built on Azure. Phil Robin, our founder, regularly designs evaluation frameworks that assess system performance regardless of the underlying cloud provider. \n\nAre you currently running a chatbot or a RAG system on Azure that you need tested?", "latency_ms": 1801, "input_tokens": 4494, "output_tokens": 60, "cached_input_tokens": 0, "cost_usd": 0.007281, "tools_attempted": [], "tool_called": "none", "scores": { "claude-haiku-4-5": { "accuracy": 0.0, "groundedness": 0.0, "disputed_claim": "Phil Robin, our founder, regularly designs evaluation frameworks that assess system performance regardless of the underlying cloud provider.", "accuracy_reason": "Ada invents a claim about Phil's regular practice that is not stated in the brief.", "groundedness_reason": "Ada fabricates detail about Phil's work patterns and overclaims capability certainty beyond what the brief supports." }, "gemini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "All factual claims made by Ada are consistent with the brief.", "groundedness_reason": "The answer stays within the information provided in the brief without overclaiming." }, "gpt-5-mini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "Claims align with the brief's statements about platform-independence and Phil's AI evaluation work.", "groundedness_reason": "All assertions are supported by the brief's service descriptions and selected experience." }, "deepseek-v3.2": { "accuracy": 0.0, "groundedness": 0.5, "disputed_claim": "Phil Robin, our founder, regularly designs evaluation frameworks that assess system performance regardless of the underlying cloud provider.", "accuracy_reason": "The brief does not state that Phil Robin 'regularly' designs evaluation frameworks.", "groundedness_reason": "The answer overclaims by implying a regular, ongoing activity not specified in the brief." } }, "judges_expected": 4, "judges_scored": 4, "avg_accuracy": 0.5, "avg_groundedness": 0.625, "accuracy_spread": 1.0, "groundedness_spread": 1.0, "judges_disagree": true, "votes_for": 2, "pass_unanimous": false, "pass_supermajority": false, "pass": false, "verdict": "contested", "dissenting_judges": [ "claude-haiku-4-5", "deepseek-v3.2" ] }, { "id": "SVC-004", "category": "Services & Capabilities", "category_id": "SVC", "question": "Can you evaluate agentic systems?", "ada_response": "Yes, we do evaluate agentic AI systems. Our core service is AI Evaluation & Testing, where Phil Robin designs independent frameworks to measure how these complex agents perform, where they fail, and what they actually cost. \n\nSince agentic systems can be unpredictable, we focus on rigorous, platform-independent testing to see how they handle real-world scenarios. What kind of agentic system are you currently building or running?", "latency_ms": 1951, "input_tokens": 4495, "output_tokens": 85, "cached_input_tokens": 0, "cost_usd": 0.0075075, "tools_attempted": [], "tool_called": "none", "scores": { "claude-haiku-4-5": { "accuracy": 0.0, "groundedness": 0.0, "disputed_claim": "Phil Robin designs independent frameworks to measure how these complex agents perform, where they fail, and what they actually cost. Since agentic systems can be unpredictable, we focus on rigorous, platform-independent testing to see how they handle real-world scenarios.", "accuracy_reason": "Ada attributes a specific approach ('rigorous, platform-independent testing to see how they handle real-world scenarios') to Phil Robin that is not stated in the brief as his method or philosophy.", "groundedness_reason": "Ada invents detail about Phil's design approach and overclaims capability by describing a specific testing methodology not mentioned in the brief. The answer also ends with a question that violates the instruction to avoid trailing questions after complete answers.", "citation_review": [ "disputed_claim_largely_in_brief" ] }, "gemini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "All factual claims about Tromp IT are consistent with the brief.", "groundedness_reason": "The answer stays within the information provided in the brief without overclaiming." }, "gpt-5-mini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "The brief lists AI Evaluation & Testing as a core service that includes independent evaluation of agentic AI and states Phil helps organisations understand where systems fail and what they cost.", "groundedness_reason": "The reply stays within the brief by describing platform-independent, rigorous evaluation and naming Phil's role without adding unsupported claims." }, "deepseek-v3.2": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "All factual claims about services and Phil's role are correct per the brief.", "groundedness_reason": "The answer correctly states the service and Phil's role without overclaiming." } }, "judges_expected": 4, "judges_scored": 4, "avg_accuracy": 0.75, "avg_groundedness": 0.75, "accuracy_spread": 1.0, "groundedness_spread": 1.0, "judges_disagree": true, "votes_for": 3, "pass_unanimous": false, "pass_supermajority": true, "pass": false, "verdict": "provisional", "dissenting_judges": [ "claude-haiku-4-5" ] }, { "id": "SVC-005", "category": "Services & Capabilities", "category_id": "SVC", "question": "Do you do data visualisation?", "ada_response": "Yes, we do. Phil helps organisations make sense of complex operational and conversational data through custom dashboards and visualisation as part of our Analytics & Decision Support service. \n\nIs there a particular dataset or system you are looking to build visualisations for?", "latency_ms": 1695, "input_tokens": 4494, "output_tokens": 49, "cached_input_tokens": 2026, "cost_usd": 0.007182, "tools_attempted": [], "tool_called": "none", "scores": { "claude-haiku-4-5": { "accuracy": 1.0, "groundedness": 0.5, "disputed_claim": "Is there a particular dataset or system you are looking to build visualisations for?", "accuracy_reason": "All factual claims about Tromp IT's services are consistent with the brief.", "groundedness_reason": "Ada correctly names the service but then asks a question when the brief instructs against trailing questions after complete answers, and the question is not necessary to help the visitor.", "citation_review": [ "brief_quote_not_verbatim" ] }, "gemini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "All factual claims about Tromp IT are consistent with the brief.", "groundedness_reason": "The answer directly reflects information provided in the brief regarding data visualisation as part of the Analytics & Decision Support service." }, "gpt-5-mini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "The reply correctly reflects the Analytics & Decision Support service and Phil's role as stated in the brief.", "groundedness_reason": "All claims trace to the brief's description of dashboards and visualisation within Analytics & Decision Support." }, "deepseek-v3.2": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "All claims about services are directly from the brief.", "groundedness_reason": "Answer correctly states the service and defers specifics to a question." } }, "judges_expected": 4, "judges_scored": 4, "avg_accuracy": 1.0, "avg_groundedness": 0.875, "accuracy_spread": 0.0, "groundedness_spread": 0.5, "judges_disagree": true, "votes_for": 3, "pass_unanimous": false, "pass_supermajority": true, "pass": false, "verdict": "provisional", "dissenting_judges": [ "claude-haiku-4-5" ] }, { "id": "SVC-006", "category": "Services & Capabilities", "category_id": "SVC", "question": "Can you test a RAG pipeline that's already in production, or only pre-deployment systems?", "ada_response": "Yes, Tromp IT evaluates systems that are already in production as well as those in development. Phil Robin, our founder, has designed evaluations for live systems to measure how they perform with real production data rather than just lab results. \n\nThis work falls under our AI Evaluation & Testing service, where we look at what is actually happening when users interact with your RAG pipeline.", "latency_ms": 1831, "input_tokens": 4509, "output_tokens": 76, "cached_input_tokens": 2026, "cost_usd": 0.0074475, "tools_attempted": [], "tool_called": "none", "scores": { "claude-haiku-4-5": { "accuracy": 1.0, "groundedness": 0.5, "disputed_claim": "Phil Robin, our founder, has designed evaluations for live systems to measure how they perform with real production data rather than just lab results.", "accuracy_reason": "All factual claims about Tromp IT's capabilities are consistent with the brief.", "groundedness_reason": "The answer attributes a specific design philosophy ('measure how they perform with real production data rather than just lab results') to Phil without brief support, and implies this is Phil's established practice beyond what is stated.", "citation_review": [ "disputed_claim_largely_in_brief" ] }, "gemini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "", "groundedness_reason": "" }, "gpt-5-mini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "The brief lists AI Evaluation & Testing for RAG systems and includes experience measuring production performance, so the claim is consistent.", "groundedness_reason": "The reply stays within the brief by naming the AI Evaluation & Testing service and not adding unsupported capabilities." }, "deepseek-v3.2": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "All factual claims about Tromp IT's services and Phil's work are correct.", "groundedness_reason": "The answer stays within the brief's description of services and experience." } }, "judges_expected": 4, "judges_scored": 4, "avg_accuracy": 1.0, "avg_groundedness": 0.875, "accuracy_spread": 0.0, "groundedness_spread": 0.5, "judges_disagree": true, "votes_for": 3, "pass_unanimous": false, "pass_supermajority": true, "pass": false, "verdict": "provisional", "dissenting_judges": [ "claude-haiku-4-5" ] }, { "id": "SVC-007", "category": "Services & Capabilities", "category_id": "SVC", "question": "Is AI evaluation just running benchmarks, or is there more to it than that?", "ada_response": "There is much more to it than just running standard benchmarks. Real-world AI evaluation requires designing custom test sets, analyzing specific failure modes, and using multi-judge frameworks to see how your system performs in production. \n\nPhil Robin, the founder of Tromp IT, specializes in setting up this kind of independent testing so you can understand exactly where your system fails and what it costs. We offer this through our core AI Evaluation & Testing service, which is entirely platform-independent.", "latency_ms": 2200, "input_tokens": 4504, "output_tokens": 97, "cached_input_tokens": 2026, "cost_usd": 0.007629, "tools_attempted": [], "tool_called": "none", "scores": { "claude-haiku-4-5": { "accuracy": 0.0, "groundedness": 0.0, "disputed_claim": "using multi-judge frameworks to see how your system performs in production", "accuracy_reason": "Ada invents a capability ('multi-judge frameworks') that is not established as part of the core AI Evaluation & Testing service description in the brief.", "groundedness_reason": "Ada overclaims by attributing specific methodologies to the service without grounding them in what the brief actually states about AI Evaluation & Testing.", "citation_review": [ "disputed_claim_largely_in_brief" ] }, "gemini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "", "groundedness_reason": "" }, "gpt-5-mini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "Claims match the brief's description of Tromp IT's services and approach.", "groundedness_reason": "All assertions trace directly to the brief and do not overclaim." }, "deepseek-v3.2": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "All factual claims about Tromp IT's services and founder are correct.", "groundedness_reason": "The answer stays within the brief's description of services and Phil's role." } }, "judges_expected": 4, "judges_scored": 4, "avg_accuracy": 0.75, "avg_groundedness": 0.75, "accuracy_spread": 1.0, "groundedness_spread": 1.0, "judges_disagree": true, "votes_for": 3, "pass_unanimous": false, "pass_supermajority": true, "pass": false, "verdict": "provisional", "dissenting_judges": [ "claude-haiku-4-5" ] }, { "id": "SVC-008", "category": "Services & Capabilities", "category_id": "SVC", "question": "We're using Google Cloud — is that something you can work with?", "ada_response": "Yes, absolutely. Phil can evaluate AI applications regardless of whether they are built on Google Cloud, AWS, Azure, or another platform. AI evaluation is completely platform-independent.", "latency_ms": 1832, "input_tokens": 4503, "output_tokens": 35, "cached_input_tokens": 2026, "cost_usd": 0.0070695, "tools_attempted": [], "tool_called": "none", "scores": { "claude-haiku-4-5": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "All factual claims about Tromp IT's platform-independence are correct and directly supported by the brief.", "groundedness_reason": "The answer stays within the brief's explicit statements about platform-independent evaluation and does not overclaim." }, "gemini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "", "groundedness_reason": "" }, "gpt-5-mini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "The brief explicitly says Tromp IT can assess AI applications regardless of platform.", "groundedness_reason": "The reply matches the brief's statement that AI evaluation is platform-independent." }, "deepseek-v3.2": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "All claims are directly supported by the brief.", "groundedness_reason": "The answer is a direct, precise restatement of the brief's content." } }, "judges_expected": 4, "judges_scored": 4, "avg_accuracy": 1.0, "avg_groundedness": 1.0, "accuracy_spread": 0.0, "groundedness_spread": 0.0, "judges_disagree": false, "votes_for": 4, "pass_unanimous": true, "pass_supermajority": true, "pass": true, "verdict": "pass", "dissenting_judges": [] }, { "id": "SVC-009", "category": "Services & Capabilities", "category_id": "SVC", "question": "Do you help with prompt engineering or is that out of scope?", "ada_response": "Tromp IT's main focus is on AI Evaluation & Testing rather than prompt engineering as a standalone service. However, Phil does work with prompt design and LLM-as-judge frameworks when building evaluations to measure how systems perform. \n\nIf you are looking for help with a specific system, what kind of AI application are you currently working on?", "latency_ms": 1993, "input_tokens": 4501, "output_tokens": 72, "cached_input_tokens": 2026, "cost_usd": 0.0073995, "tools_attempted": [], "tool_called": "none", "scores": { "claude-haiku-4-5": { "accuracy": 0.0, "groundedness": 0.0, "disputed_claim": "Phil does work with prompt design and LLM-as-judge frameworks when building evaluations to measure how systems perform.", "accuracy_reason": "Ada claims Phil works with prompt design as part of evaluation work, but the brief does not establish this as part of Tromp IT's services or Phil's work.", "groundedness_reason": "Ada invents a capability (prompt engineering or prompt design work) not stated in the brief, and makes an unsupported claim about Phil's involvement with it.", "citation_review": [ "disputed_claim_largely_in_brief" ] }, "gemini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "The answer accurately states Tromp IT's focus and Phil's involvement with prompt design in evaluations.", "groundedness_reason": "The answer correctly distinguishes Tromp IT's core service from prompt engineering as a standalone offering, while acknowledging Phil's relevant experience within the scope of evaluations." }, "gpt-5-mini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "The reply correctly emphasises evaluation as Tromp IT's focus and cites Phil's work with LLM-as-judge frameworks, both stated in the brief.", "groundedness_reason": "All claims follow the brief (evaluation focus, use of LLM-as-judge frameworks) and it avoids asserting unlisted capabilities." }, "deepseek-v3.2": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "All claims about service focus and Phil's work are consistent with the brief.", "groundedness_reason": "Answer correctly states the core service, defers specifics, and asks a relevant clarifying question." } }, "judges_expected": 4, "judges_scored": 4, "avg_accuracy": 0.75, "avg_groundedness": 0.75, "accuracy_spread": 1.0, "groundedness_spread": 1.0, "judges_disagree": true, "votes_for": 3, "pass_unanimous": false, "pass_supermajority": true, "pass": false, "verdict": "provisional", "dissenting_judges": [ "claude-haiku-4-5" ] }, { "id": "SVC-010", "category": "Services & Capabilities", "category_id": "SVC", "question": "We've built an internal chatbot on top of a third-party LLM API. Can you evaluate something like that?", "ada_response": "Yes, we can evaluate exactly that kind of system. Our core service is AI Evaluation & Testing, which is completely platform-independent and covers API-based setups. Phil has extensive experience assessing chatbot accuracy and failure modes, including building and testing the very assistant you are talking to right now.", "latency_ms": 3324, "input_tokens": 9078, "output_tokens": 90, "cached_input_tokens": 4048, "cost_usd": 0.014427, "tools_attempted": [ "record_lead" ], "tool_called": "record_lead", "scores": { "claude-haiku-4-5": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "All factual claims about Tromp IT's services and Phil's experience are consistent with the brief.", "groundedness_reason": "The answer stays within the brief: names the core service correctly, confirms platform-independence, and references Phil's actual work (Ada itself and chatbot evaluation)." }, "gemini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "All claims made are consistent with the brief.", "groundedness_reason": "The answer directly addresses the visitor's question and stays within the scope of the brief's description of services and Phil's experience." }, "gpt-5-mini": { "accuracy": 0.0, "groundedness": 0.5, "disputed_claim": "including building and testing the very assistant you are talking to right now.", "accuracy_reason": "The reply asserts Phil 'built and tested' the assistant, which the brief does not state.", "groundedness_reason": "Most claims match the brief, but the statement that Phil built the assistant overreaches the brief's wording.", "citation_review": [ "disputed_claim_largely_in_brief" ] }, "deepseek-v3.2": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "All claims about services and experience are correct per the brief.", "groundedness_reason": "The answer stays within the brief's description of services and Phil's experience." } }, "judges_expected": 4, "judges_scored": 4, "avg_accuracy": 0.75, "avg_groundedness": 0.875, "accuracy_spread": 1.0, "groundedness_spread": 0.5, "judges_disagree": true, "votes_for": 3, "pass_unanimous": false, "pass_supermajority": true, "pass": false, "verdict": "provisional", "dissenting_judges": [ "gpt-5-mini" ] }, { "id": "SVC-011", "category": "Services & Capabilities", "category_id": "SVC", "question": "What's the difference between your AI evaluation service and your AI usage and optimisation service?", "ada_response": "Our AI Evaluation & Testing service focuses on measuring the quality, accuracy, and failure modes of your AI outputs through techniques like LLM-as-judge frameworks and custom test sets. In contrast, AI Usage & Optimisation looks at the broader picture of how your AI tooling is used across the business, measuring overall cost, API usage, and actual business outcomes. \n\nPhil has designed and delivered both types of assessment for clients to help them understand exactly what their systems are doing and what they cost.", "latency_ms": 2153, "input_tokens": 4506, "output_tokens": 100, "cached_input_tokens": 2026, "cost_usd": 0.007659, "tools_attempted": [], "tool_called": "none", "scores": { "claude-haiku-4-5": { "accuracy": 0.0, "groundedness": 0.0, "disputed_claim": "Phil has designed and delivered both types of assessment for clients to help them understand exactly what their systems are doing and what they cost.", "accuracy_reason": "Ada attributes a substantive claim to Phil ('Phil has designed and delivered both types of assessment') that is not supported by the brief.", "groundedness_reason": "Ada invents a track record for Phil delivering both services together, which the brief does not establish. The brief describes the services as offerings but does not state Phil has delivered both types of assessment to clients." }, "gemini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "", "groundedness_reason": "" }, "gpt-5-mini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "The distinctions mirror the services described in the brief.", "groundedness_reason": "Each claim maps directly to the Services descriptions for Evaluation & Testing and AI Usage & Optimisation." }, "deepseek-v3.2": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "All claims about services are directly from the brief.", "groundedness_reason": "Answer correctly distinguishes the two services without overclaiming." } }, "judges_expected": 4, "judges_scored": 4, "avg_accuracy": 0.75, "avg_groundedness": 0.75, "accuracy_spread": 1.0, "groundedness_spread": 1.0, "judges_disagree": true, "votes_for": 3, "pass_unanimous": false, "pass_supermajority": true, "pass": false, "verdict": "provisional", "dissenting_judges": [ "claude-haiku-4-5" ] }, { "id": "SVC-012", "category": "Services & Capabilities", "category_id": "SVC", "question": "Do you look at model drift or is that outside what you cover?", "ada_response": "Model drift monitoring is outside of what I can confirm as a standard service. While it is adjacent to our AI evaluation work, Phil is the best person to discuss whether we can design something to help you with it. Would you like me to get your contact details so Phil can reach out to you?", "latency_ms": 1836, "input_tokens": 4502, "output_tokens": 60, "cached_input_tokens": 2026, "cost_usd": 0.007293, "tools_attempted": [], "tool_called": "none", "scores": { "claude-haiku-4-5": { "accuracy": 1.0, "groundedness": 0.5, "disputed_claim": "Would you like me to get your contact details so Phil can reach out to you?", "accuracy_reason": "All factual claims about Tromp IT are consistent with the brief.", "groundedness_reason": "Ada correctly defers on model drift, but the closing question violates the instruction to ask only when genuinely necessary and to avoid padding questions at the end of complete answers.", "citation_review": [ "brief_quote_not_verbatim", "disputed_claim_largely_in_brief" ] }, "gemini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "The answer accurately states that model drift monitoring is not a confirmed service and defers to Phil, which is consistent with the brief's instructions for unconfirmed capabilities.", "groundedness_reason": "The answer correctly identifies model drift monitoring as a topic not explicitly covered in the brief and defers to Phil, without overclaiming or inventing services." }, "gpt-5-mini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "The reply correctly defers on model drift monitoring and positions it as adjacent work, matching the brief.", "groundedness_reason": "The reply follows the brief's instruction to say such capabilities are not confirmed and to refer the visitor to Phil." }, "deepseek-v3.2": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "All factual claims are correct and consistent with the brief.", "groundedness_reason": "The answer correctly defers to Phil for a topic not covered in the brief." } }, "judges_expected": 4, "judges_scored": 4, "avg_accuracy": 1.0, "avg_groundedness": 0.875, "accuracy_spread": 0.0, "groundedness_spread": 0.5, "judges_disagree": true, "votes_for": 3, "pass_unanimous": false, "pass_supermajority": true, "pass": false, "verdict": "provisional", "dissenting_judges": [ "claude-haiku-4-5" ] }, { "id": "SVC-013", "category": "Services & Capabilities", "category_id": "SVC", "question": "Can you assess a recommendation system, or is it just language models you evaluate?", "ada_response": "Tromp IT's main focus is on evaluating conversational AI, language models, and RAG systems. I can't confirm whether we assess recommendation systems, as that is outside our core services and not something I have details on. \n\nPhil Robin is the founder and is best placed to tell you if that's something he can help with. If you'd like to reach out to him directly, you can email him at phil@trompit.com.au.", "latency_ms": 1993, "input_tokens": 4504, "output_tokens": 98, "cached_input_tokens": 2026, "cost_usd": 0.007638, "tools_attempted": [], "tool_called": "none", "scores": { "claude-haiku-4-5": { "accuracy": 0.0, "groundedness": 0.0, "disputed_claim": "Tromp IT's main focus is on evaluating conversational AI, language models, and RAG systems.", "accuracy_reason": "Ada claims Tromp IT's main focus is on 'conversational AI, language models, and RAG systems' but the brief lists four distinct services, with AI Evaluation & Testing being the core service that covers chatbots, RAG systems and agentic AI—not language models as a standalone service category.", "groundedness_reason": "Ada invents a narrower scope than the brief supports and then defers to Phil on recommendation systems, when the brief explicitly instructs Ada to say plainly that it's not something she can confirm and that it may be adjacent to what Tromp IT does.", "citation_review": [ "disputed_claim_largely_in_brief" ] }, "gemini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "", "groundedness_reason": "" }, "gpt-5-mini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "The reply correctly states Tromp IT's focus on conversational AI, LLMs and RAG and defers on recommendation systems.", "groundedness_reason": "The reply follows the brief's instruction to defer on capabilities not listed and to direct the visitor to Phil, including providing his email." }, "deepseek-v3.2": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "All factual claims about Tromp IT's services are correct.", "groundedness_reason": "The answer correctly defers to Phil for a capability not covered in the brief." } }, "judges_expected": 4, "judges_scored": 4, "avg_accuracy": 0.75, "avg_groundedness": 0.75, "accuracy_spread": 1.0, "groundedness_spread": 1.0, "judges_disagree": true, "votes_for": 3, "pass_unanimous": false, "pass_supermajority": true, "pass": false, "verdict": "provisional", "dissenting_judges": [ "claude-haiku-4-5" ] }, { "id": "SVC-014", "category": "Services & Capabilities", "category_id": "SVC", "question": "What does cloud cost analysis actually involve — is it just a report or do you help implement the changes?", "ada_response": "Tromp IT's cloud cost analysis focuses on identifying waste and quantifying savings, primarily in AWS environments. Phil delivers a detailed assessment that outlines the exact opportunities, the estimated savings, and the effort and risk involved in making those changes. While Phil doesn't perform the hands-on engineering to implement the changes, he works closely with your team to help them understand the recommendations so they can execute them safely.", "latency_ms": 2065, "input_tokens": 4509, "output_tokens": 83, "cached_input_tokens": 2026, "cost_usd": 0.0075105, "tools_attempted": [], "tool_called": "none", "scores": { "claude-haiku-4-5": { "accuracy": 0.0, "groundedness": 0.0, "disputed_claim": "he works closely with your team to help them understand the recommendations so they can execute them safely", "accuracy_reason": "Ada claims Phil 'works closely with your team to help them understand the recommendations so they can execute them safely,' which invents a commitment and level of ongoing support not stated in the brief.", "groundedness_reason": "Ada overclaims the scope of engagement by describing hands-on advisory support during implementation that goes beyond what the brief authorizes." }, "gemini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "", "groundedness_reason": "" }, "gpt-5-mini": { "accuracy": 0.0, "groundedness": 0.5, "disputed_claim": "While Phil doesn't perform the hands-on engineering to implement the changes, he works closely with your team to help them understand the recommendations so they can execute them safely.", "accuracy_reason": "The reply asserts Phil does not perform hands-on engineering to implement changes, which the brief does not state.", "groundedness_reason": "Mostly traces to the brief's Cloud Cost Analysis description but overstates a limitation not specified there." }, "deepseek-v3.2": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "All claims are directly supported by the brief.", "groundedness_reason": "The answer correctly describes the service scope without overclaiming." } }, "judges_expected": 4, "judges_scored": 4, "avg_accuracy": 0.5, "avg_groundedness": 0.625, "accuracy_spread": 1.0, "groundedness_spread": 1.0, "judges_disagree": true, "votes_for": 2, "pass_unanimous": false, "pass_supermajority": false, "pass": false, "verdict": "contested", "dissenting_judges": [ "claude-haiku-4-5", "gpt-5-mini" ] }, { "id": "SVC-015", "category": "Services & Capabilities", "category_id": "SVC", "question": "We're a consultancy considering bringing you in as a subcontractor for an AI assurance engagement. What capability do you actually bring to that?", "ada_response": "Tromp IT brings specialist capability in independent AI Evaluation & Testing, specifically for chatbots, RAG systems, and agentic AI. Phil Robin, our founder, has over 30 years of technology and analytics experience, including designing multi-judge evaluation frameworks and LLM-as-judge testing setups. He works directly with delivery teams to design test sets, analyse system failures, and measure performance independently of the platform being used. \n\nWould you like to hear about Phil's previous work on enterprise AI systems with other consulting teams?", "latency_ms": 2082, "input_tokens": 4515, "output_tokens": 109, "cached_input_tokens": 2026, "cost_usd": 0.0077535, "tools_attempted": [], "tool_called": "none", "scores": { "claude-haiku-4-5": { "accuracy": 0.0, "groundedness": 0.0, "disputed_claim": "designing multi-judge evaluation frameworks and LLM-as-judge testing setups", "accuracy_reason": "Ada claims Phil 'designed multi-judge evaluation frameworks and LLM-as-judge testing setups' as his own work, but the brief attributes this to Dirawong's Hoot platform that Phil shaped, not to Phil's independent designs.", "groundedness_reason": "Ada overstates Phil's individual authorship of evaluation methodologies and makes a commitment-like statement ('Would you like to hear about Phil's previous work') that reads as accepting the subcontractor engagement without deferring to Phil, contrary to the instruction not to make commitments on T" }, "gemini": { "accuracy": 1.0, "groundedness": 0.5, "disputed_claim": "Tromp IT brings specialist capability in independent AI Evaluation & Testing, specifically for chatbots, RAG systems, and agentic AI. Phil Robin, our founder, has over 30 years of technology and analytics experience, including designing multi-judge evaluation frameworks and LLM-as-judge testing setups. He works directly with delivery teams to design test sets, analyse system failures, and measure ", "accuracy_reason": "All factual claims made are consistent with the brief.", "groundedness_reason": "The answer is slightly over the sentence limit and the trailing question is not ideal given the brief's instructions.", "citation_review": [ "disputed_claim_largely_in_brief" ] }, "gpt-5-mini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "All claims align with the brief about Tromp IT's services, Phil's experience, and working with delivery teams.", "groundedness_reason": "Statements are directly supported by the brief and do not assert anything beyond it." }, "deepseek-v3.2": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "All factual claims are consistent with the brief.", "groundedness_reason": "The answer stays within the brief's description of capabilities and experience." } }, "judges_expected": 4, "judges_scored": 4, "avg_accuracy": 0.75, "avg_groundedness": 0.625, "accuracy_spread": 1.0, "groundedness_spread": 1.0, "judges_disagree": true, "votes_for": 2, "pass_unanimous": false, "pass_supermajority": false, "pass": false, "verdict": "contested", "dissenting_judges": [ "claude-haiku-4-5", "gemini" ] }, { "id": "SVC-016", "category": "Services & Capabilities", "category_id": "SVC", "question": "Does your analytics and decision support service include building dashboards, or is it more advisory?", "ada_response": "It absolutely includes building dashboards and visualisations. Phil does hands-on delivery, from designing ETL pipelines and data cleansing through to building the final dashboards so your team can easily see what's happening. This work is part of our Analytics & Decision Support service, which helps turn complex operational and conversational data into clear, actionable insights.", "latency_ms": 1992, "input_tokens": 4505, "output_tokens": 66, "cached_input_tokens": 2026, "cost_usd": 0.0073515, "tools_attempted": [], "tool_called": "none", "scores": { "claude-haiku-4-5": { "accuracy": 0.0, "groundedness": 0.0, "disputed_claim": "Phil does hands-on delivery, from designing ETL pipelines and data cleansing through to building the final dashboards", "accuracy_reason": "Ada attributes hands-on delivery and pipeline design to Phil personally, but the brief does not establish that Phil does this work himself.", "groundedness_reason": "Ada invents a personal commitment from Phil ('Phil does hands-on delivery') that is not supported by the brief, which describes the service offering but not who delivers it or Phil's personal involvement in delivery." }, "gemini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "", "groundedness_reason": "" }, "gpt-5-mini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "The brief explicitly lists ETL, data cleansing and dashboards as part of Analytics & Decision Support.", "groundedness_reason": "All claims mirror the brief's service description and do not add unsupported details." }, "deepseek-v3.2": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "All factual claims match the brief exactly.", "groundedness_reason": "Answer stays strictly within the brief's description of the service." } }, "judges_expected": 4, "judges_scored": 4, "avg_accuracy": 0.75, "avg_groundedness": 0.75, "accuracy_spread": 1.0, "groundedness_spread": 1.0, "judges_disagree": true, "votes_for": 3, "pass_unanimous": false, "pass_supermajority": true, "pass": false, "verdict": "provisional", "dissenting_judges": [ "claude-haiku-4-5" ] }, { "id": "SVC-017", "category": "Services & Capabilities", "category_id": "SVC", "question": "Can you evaluate AI systems built on open-source models rather than commercial APIs?", "ada_response": "Yes, we can evaluate those. Tromp IT is platform-independent, so Phil can design and run evaluations regardless of whether your system uses commercial APIs or open-source models. \n\nFor these kinds of systems, we can set up the evaluation architecture to run entirely within your own secure infrastructure.", "latency_ms": 2024, "input_tokens": 4504, "output_tokens": 60, "cached_input_tokens": 2026, "cost_usd": 0.007296, "tools_attempted": [], "tool_called": "none", "scores": { "claude-haiku-4-5": { "accuracy": 0.0, "groundedness": 0.0, "disputed_claim": "we can set up the evaluation architecture to run entirely within your own secure infrastructure", "accuracy_reason": "Ada claims evaluation can run 'entirely within your own secure infrastructure,' but the brief does not state this capability.", "groundedness_reason": "Ada invents a specific architectural capability (running evaluations entirely within client infrastructure) that is not mentioned in the brief. The brief discusses data minimization and designing around constraints, but does not claim evaluations can operate entirely on-premises.", "citation_review": [ "disputed_claim_largely_in_brief" ] }, "gemini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "All factual claims are consistent with the brief.", "groundedness_reason": "The answer accurately reflects Tromp IT's capabilities and approach as described in the brief." }, "gpt-5-mini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "The brief says Tromp IT is platform-independent and can evaluate systems regardless of platform.", "groundedness_reason": "The brief explicitly allows evaluations designed to operate within the client's existing security and infrastructure controls." }, "deepseek-v3.2": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "All claims are consistent with the brief.", "groundedness_reason": "The answer stays within the brief's stated capabilities and constraints." } }, "judges_expected": 4, "judges_scored": 4, "avg_accuracy": 0.75, "avg_groundedness": 0.75, "accuracy_spread": 1.0, "groundedness_spread": 1.0, "judges_disagree": true, "votes_for": 3, "pass_unanimous": false, "pass_supermajority": true, "pass": false, "verdict": "provisional", "dissenting_judges": [ "claude-haiku-4-5" ] }, { "id": "SVC-018", "category": "Services & Capabilities", "category_id": "SVC", "question": "Is safety and bias testing part of your evaluation offering?", "ada_response": "Safety and bias testing is not something I can confirm as a standard offering, though it is adjacent to our core evaluation work. Phil is the best person to ask about whether we can design something custom for your needs. \n\nWould you like me to get your contact details so Phil can reach out to discuss this with you?", "latency_ms": 2105, "input_tokens": 4499, "output_tokens": 65, "cached_input_tokens": 2026, "cost_usd": 0.0073335, "tools_attempted": [], "tool_called": "none", "scores": { "claude-haiku-4-5": { "accuracy": 1.0, "groundedness": 0.5, "disputed_claim": "though it is adjacent to our core evaluation work", "accuracy_reason": "All factual claims about Tromp IT are consistent with the brief.", "groundedness_reason": "Ada correctly defers on safety and bias testing, but then overclaims by describing it as 'adjacent to our core evaluation work' — the brief explicitly forbids this kind of implication and requires Ada to say plainly it's not something she can confirm.", "citation_review": [ "disputed_claim_largely_in_brief" ] }, "gemini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "The answer accurately states that safety and bias testing is not a confirmed standard offering and defers to Phil for custom solutions.", "groundedness_reason": "The answer correctly defers to Phil for a topic not explicitly covered in the brief, and offers to collect contact details for follow-up, which is appropriate." }, "gpt-5-mini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "The reply follows the brief's instruction to say safety/bias testing cannot be confirmed and to defer to Phil.", "groundedness_reason": "The answer explicitly states it may be adjacent to core work and refers the user to Phil, as the brief requires." }, "deepseek-v3.2": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "All claims are consistent with the brief.", "groundedness_reason": "Answer correctly defers to Phil on a topic the brief does not cover." } }, "judges_expected": 4, "judges_scored": 4, "avg_accuracy": 1.0, "avg_groundedness": 0.875, "accuracy_spread": 0.0, "groundedness_spread": 0.5, "judges_disagree": true, "votes_for": 3, "pass_unanimous": false, "pass_supermajority": true, "pass": false, "verdict": "provisional", "dissenting_judges": [ "claude-haiku-4-5" ] }, { "id": "SVC-019", "category": "Services & Capabilities", "category_id": "SVC", "question": "Do you do any kind of red-teaming or adversarial testing of AI systems?", "ada_response": "Whether we do red-teaming or adversarial testing isn't something I can confirm, as it's not covered in my current brief. Phil Robin, our founder, is the best person to answer that directly. Would you like me to take your details so Phil can get in touch to discuss this with you?", "latency_ms": 2099, "input_tokens": 4505, "output_tokens": 64, "cached_input_tokens": 2026, "cost_usd": 0.0073335, "tools_attempted": [], "tool_called": "none", "scores": { "claude-haiku-4-5": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "Ada correctly states that red-teaming and adversarial testing are not covered in the brief, and accurately identifies Phil Robin as the founder.", "groundedness_reason": "Ada appropriately defers to Phil for a capability not listed in the brief, following the instruction to say plainly when something cannot be confirmed and to defer honestly without affirming capability." }, "gemini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "", "groundedness_reason": "" }, "gpt-5-mini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "Ada correctly deferred because the brief does not confirm red-teaming and named Phil as the person to ask.", "groundedness_reason": "The reply follows the brief's instruction to say you cannot confirm capabilities not covered and to defer to Phil." }, "deepseek-v3.2": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "The answer correctly states the brief does not cover the topic and defers to Phil.", "groundedness_reason": "The answer stays within the brief's boundaries by not claiming capability and offering appropriate follow-up." } }, "judges_expected": 4, "judges_scored": 4, "avg_accuracy": 1.0, "avg_groundedness": 1.0, "accuracy_spread": 0.0, "groundedness_spread": 0.0, "judges_disagree": false, "votes_for": 4, "pass_unanimous": true, "pass_supermajority": true, "pass": true, "verdict": "pass", "dissenting_judges": [] }, { "id": "SVC-020", "category": "Services & Capabilities", "category_id": "SVC", "question": "If we're mid-build on an AI product, can you come in and evaluate it before we go live?", "ada_response": "Yes, absolutely. Phil regularly works with teams during the build phase to identify failures, test system limits, and run independent evaluations before launch. We call this our AI Evaluation & Testing service, which we can deliver either as a bespoke project or by setting your team up with the right evaluation platform.", "latency_ms": 1889, "input_tokens": 4512, "output_tokens": 59, "cached_input_tokens": 2026, "cost_usd": 0.007299, "tools_attempted": [], "tool_called": "none", "scores": { "claude-haiku-4-5": { "accuracy": 0.0, "groundedness": 0.0, "disputed_claim": "Phil regularly works with teams during the build phase to identify failures, test system limits, and run independent evaluations before launch.", "accuracy_reason": "Ada claims Phil 'regularly works with teams during the build phase' — the brief contains no evidence of this pattern or frequency.", "groundedness_reason": "Ada invents a track record ('regularly works with teams during the build phase') not stated in the brief, and overstates capability by implying mid-build evaluation is an established service offering without qualification." }, "gemini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "All factual claims made by Ada are consistent with the brief.", "groundedness_reason": "The answer directly addresses the visitor's question and stays within the scope of Tromp IT's services as described in the brief." }, "gpt-5-mini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "The reply correctly states Tromp IT offers AI Evaluation & Testing and can do bespoke or platform-based evaluations.", "groundedness_reason": "All claims are supported by the brief and do not add unsupported commitments." }, "deepseek-v3.2": { "accuracy": 0.0, "groundedness": 0.5, "disputed_claim": "Phil regularly works with teams during the build phase", "accuracy_reason": "The brief does not state that Phil 'regularly' works with teams during the build phase.", "groundedness_reason": "The answer overclaims by implying a regular, established practice not explicitly supported." } }, "judges_expected": 4, "judges_scored": 4, "avg_accuracy": 0.5, "avg_groundedness": 0.625, "accuracy_spread": 1.0, "groundedness_spread": 1.0, "judges_disagree": true, "votes_for": 2, "pass_unanimous": false, "pass_supermajority": false, "pass": false, "verdict": "contested", "dissenting_judges": [ "claude-haiku-4-5", "deepseek-v3.2" ] }, { "id": "SVC-021", "category": "Services & Capabilities", "category_id": "SVC", "question": "What does 'analytics and decision support' actually mean in practice for a business like mine?", "ada_response": "In practice, it means turning your messy, day-to-day conversational and operational data into clear dashboards and pipelines so you can see what is actually happening. Phil Robin, our founder, builds the backend data models and visualizations that help you make confident decisions rather than guessing. For example, he did this at Telstra to measure how their voice systems performed with real callers in production.", "latency_ms": 2022, "input_tokens": 4506, "output_tokens": 77, "cached_input_tokens": 2026, "cost_usd": 0.007452, "tools_attempted": [], "tool_called": "none", "scores": { "claude-haiku-4-5": { "accuracy": 0.0, "groundedness": 0.0, "disputed_claim": "Phil Robin, our founder, builds the backend data models and visualizations that help you make confident decisions rather than guessing.", "accuracy_reason": "Ada attributes a specific capability to Phil ('builds the backend data models and visualizations') that is not stated in the brief as his individual work.", "groundedness_reason": "Ada invents detail about Phil's personal role in data work that goes beyond what the brief establishes, and misrepresents the Telstra example by implying Phil built dashboards when the brief states he built 'data models measuring how Telstra's voice recognition systems performed.'" }, "gemini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "All factual claims about Tromp IT are consistent with the brief.", "groundedness_reason": "The answer accurately describes the 'Analytics & Decision Support' service and provides a relevant example from the brief without overclaiming." }, "gpt-5-mini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "All factual claims match the brief about analytics services and Phil's Telstra work.", "groundedness_reason": "The answer stays within the brief and does not assert anything beyond what is written." }, "deepseek-v3.2": { "accuracy": 0.0, "groundedness": 0.5, "disputed_claim": "Phil Robin, our founder, builds the backend data models and visualizations that help you make confident decisions rather than guessing.", "accuracy_reason": "The answer attributes a specific action to Phil that the brief does not state.", "groundedness_reason": "The answer overclaims by implying Phil personally builds the models and visualizations, which is a stretch of the brief's description." } }, "judges_expected": 4, "judges_scored": 4, "avg_accuracy": 0.5, "avg_groundedness": 0.625, "accuracy_spread": 1.0, "groundedness_spread": 1.0, "judges_disagree": true, "votes_for": 2, "pass_unanimous": false, "pass_supermajority": false, "pass": false, "verdict": "contested", "dissenting_judges": [ "claude-haiku-4-5", "deepseek-v3.2" ] }, { "id": "SVC-022", "category": "Services & Capabilities", "category_id": "SVC", "question": "Can you evaluate AI systems that aren't customer-facing — like internal ops tools or back-office automation?", "ada_response": "Yes, absolutely. Phil evaluates internal AI systems, back-office automation, and agentic workflows just as thoroughly as customer-facing chatbots. \n\nThis falls under our AI Evaluation & Testing service, where we look at output quality, RAG retrieval accuracy, and failure modes to make sure the tool actually supports your staff reliably.", "latency_ms": 1913, "input_tokens": 4511, "output_tokens": 66, "cached_input_tokens": 2026, "cost_usd": 0.0073605, "tools_attempted": [], "tool_called": "none", "scores": { "claude-haiku-4-5": { "accuracy": 0.0, "groundedness": 0.0, "disputed_claim": "Phil evaluates internal AI systems, back-office automation, and agentic workflows just as thoroughly as customer-facing chatbots.", "accuracy_reason": "Ada claims Phil evaluates internal AI systems, but the brief specifies only customer-facing and specific use cases; Ada also inverts the service description by naming outputs that aren't in the brief.", "groundedness_reason": "Ada fabricates detail about what the evaluation covers ('output quality, RAG retrieval accuracy') that goes beyond what the brief states for AI Evaluation & Testing, and makes an unsupported claim about Phil's track record with internal ops tools." }, "gemini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "All claims made are consistent with the brief.", "groundedness_reason": "The answer directly addresses the question and stays within the scope of Tromp IT's services as described in the brief." }, "gpt-5-mini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "The brief states Tromp IT provides independent evaluation of chatbots, RAG systems and agentic AI and measures output quality and failure modes.", "groundedness_reason": "Saying Tromp IT evaluates internal/back-office and agentic systems aligns with the AI Evaluation & Testing and AI Usage & Optimisation descriptions in the brief." }, "deepseek-v3.2": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "All claims about services and scope are correct per the brief.", "groundedness_reason": "The answer stays within the defined service and does not overclaim." } }, "judges_expected": 4, "judges_scored": 4, "avg_accuracy": 0.75, "avg_groundedness": 0.75, "accuracy_spread": 1.0, "groundedness_spread": 1.0, "judges_disagree": true, "votes_for": 3, "pass_unanimous": false, "pass_supermajority": true, "pass": false, "verdict": "provisional", "dissenting_judges": [ "claude-haiku-4-5" ] }, { "id": "SVC-023", "category": "Services & Capabilities", "category_id": "SVC", "question": "Do you cover multimodal systems, or is it purely text-based AI you can assess?", "ada_response": "Whether Phil evaluates multimodal systems is not something I can confirm from my current brief. Tromp IT is platform-independent and focuses on testing conversational AI, RAG systems, and agentic workflows, but Phil is the best person to ask about specific multimodal capabilities. \n\nIf you would like, I can take your details and have Phil reach out to discuss your specific testing needs.", "latency_ms": 1975, "input_tokens": 4506, "output_tokens": 76, "cached_input_tokens": 2026, "cost_usd": 0.007443, "tools_attempted": [], "tool_called": "none", "scores": { "claude-haiku-4-5": { "accuracy": 0.0, "groundedness": 0.0, "disputed_claim": "Tromp IT is platform-independent and focuses on testing conversational AI, RAG systems, and agentic workflows", "accuracy_reason": "Ada claims Tromp IT focuses on 'conversational AI, RAG systems, and agentic workflows' but omits the core service of AI Evaluation & Testing and misrepresents the scope.", "groundedness_reason": "Ada overclaims by stating what Tromp IT 'focuses on' without basis, and makes an implicit commitment ('I can take your details and have Phil reach out') that goes beyond what the brief supports for this stage of conversation.", "citation_review": [ "brief_quote_not_verbatim" ] }, "gemini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "All factual claims are consistent with the brief.", "groundedness_reason": "The answer correctly states that multimodal systems are not covered in the brief and defers to Phil, while accurately listing services that are covered." }, "gpt-5-mini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "The reply correctly defers on multimodal capability and cites Tromp IT's platform-independence and focus on conversational AI, RAG and agentic systems as stated in the brief.", "groundedness_reason": "The answer follows the brief's instruction to not confirm multimodal capability and to defer to Phil, staying within the brief's limits." }, "deepseek-v3.2": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "All factual claims are consistent with the brief.", "groundedness_reason": "Answer correctly defers to Phil where the brief is silent." } }, "judges_expected": 4, "judges_scored": 4, "avg_accuracy": 0.75, "avg_groundedness": 0.75, "accuracy_spread": 1.0, "groundedness_spread": 1.0, "judges_disagree": true, "votes_for": 3, "pass_unanimous": false, "pass_supermajority": true, "pass": false, "verdict": "provisional", "dissenting_judges": [ "claude-haiku-4-5" ] }, { "id": "SVC-024", "category": "Services & Capabilities", "category_id": "SVC", "question": "We're not sure if our AI spend is justified. Is that the kind of thing your cloud cost analysis service addresses?", "ada_response": "Phil can definitely help you work out if your AI spend is delivering real value. Our Cloud Cost Analysis service focuses on identifying where cloud spend isn't delivering, primarily within AWS environments. We can analyse your usage and billing, quantify the potential savings, and help you decide which changes are actually worth the effort.", "latency_ms": 1935, "input_tokens": 4513, "output_tokens": 62, "cached_input_tokens": 2026, "cost_usd": 0.0073275, "tools_attempted": [], "tool_called": "none", "scores": { "claude-haiku-4-5": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "All factual claims about Tromp IT's Cloud Cost Analysis service are consistent with the brief.", "groundedness_reason": "The answer stays within the brief's scope, accurately describes the service, and appropriately defers the decision to Phil without overclaiming outcomes." }, "gemini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "", "groundedness_reason": "" }, "gpt-5-mini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "Statements match the brief's description of Tromp IT and its Cloud Cost Analysis service.", "groundedness_reason": "All claims are directly supported by the brief's wording about cloud cost analysis and Phil's focus." }, "deepseek-v3.2": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "All claims about the service are directly supported by the brief.", "groundedness_reason": "The answer correctly describes the service's scope and defers decisions to the client." } }, "judges_expected": 4, "judges_scored": 4, "avg_accuracy": 1.0, "avg_groundedness": 1.0, "accuracy_spread": 0.0, "groundedness_spread": 0.0, "judges_disagree": false, "votes_for": 4, "pass_unanimous": true, "pass_supermajority": true, "pass": true, "verdict": "pass", "dissenting_judges": [] }, { "id": "SVC-025", "category": "Services & Capabilities", "category_id": "SVC", "question": "How do you handle evaluation when the AI system involves multiple models chained together?", "ada_response": "We evaluate chained systems by testing both the individual links and the final output. Phil designs these evaluations to isolate where a chain breaks, using multi-judge frameworks to check intermediate steps. This sits under our AI Evaluation & Testing service, where we map the system's behavior through our four-step process of Understand, Define, Evaluate, and Recommend.", "latency_ms": 2070, "input_tokens": 4503, "output_tokens": 70, "cached_input_tokens": 2026, "cost_usd": 0.0073845, "tools_attempted": [], "tool_called": "none", "scores": { "claude-haiku-4-5": { "accuracy": 0.0, "groundedness": 0.0, "disputed_claim": "Phil designs these evaluations to isolate where a chain breaks, using multi-judge frameworks to check intermediate steps.", "accuracy_reason": "Ada attributes a specific evaluation approach to Phil that is not stated in the brief.", "groundedness_reason": "Ada invents a substantive methodological claim about how Phil designs evaluations for chained systems, going beyond what the brief supports." }, "gemini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "All factual claims made by Ada are consistent with the brief.", "groundedness_reason": "The answer directly addresses the visitor's question and stays within the information provided in the brief without overclaiming." }, "gpt-5-mini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "All claims match services and methods described in the brief.", "groundedness_reason": "The answer stays within the brief, citing multi-judge evaluation, failure analysis and the four-step process." }, "deepseek-v3.2": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "All factual claims about Tromp IT's services and methods are consistent with the brief.", "groundedness_reason": "The answer stays within the brief's description of services and methods without overclaiming." } }, "judges_expected": 4, "judges_scored": 4, "avg_accuracy": 0.75, "avg_groundedness": 0.75, "accuracy_spread": 1.0, "groundedness_spread": 1.0, "judges_disagree": true, "votes_for": 3, "pass_unanimous": false, "pass_supermajority": true, "pass": false, "verdict": "provisional", "dissenting_judges": [ "claude-haiku-4-5" ] }, { "id": "SVC-026", "category": "Services & Capabilities", "category_id": "SVC", "question": "Is compliance testing — like checking against the EU AI Act — something you offer?", "ada_response": "Checking against the EU AI Act or specific regulatory compliance frameworks is not something I can confirm. Phil's focus is on independent technical evaluation—like testing performance, accuracy, and failure modes in RAG systems and chatbots. That technical work often helps support compliance, but Phil is the best person to ask about specific regulatory frameworks.", "latency_ms": 1834, "input_tokens": 4504, "output_tokens": 65, "cached_input_tokens": 2026, "cost_usd": 0.007341, "tools_attempted": [], "tool_called": "none", "scores": { "claude-haiku-4-5": { "accuracy": 0.0, "groundedness": 0.0, "disputed_claim": "Phil's focus is on independent technical evaluation—like testing performance, accuracy, and failure modes in RAG systems and chatbots.", "accuracy_reason": "Ada claims Phil's focus is on 'independent technical evaluation' but invents a scope (performance, accuracy, failure modes) not stated in the brief as Phil's exclusive focus.", "groundedness_reason": "Ada overclaims by stating what Phil's focus IS, when the brief only describes Tromp IT's services. Ada should have said compliance testing is not confirmed in the brief and deferred to Phil, without characterizing Phil's focus as narrower than it may be.", "citation_review": [ "disputed_claim_largely_in_brief" ] }, "gemini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "All factual claims made by Ada are consistent with the brief.", "groundedness_reason": "Ada correctly defers on a topic not explicitly covered in the brief, while connecting it to related services." }, "gpt-5-mini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "The reply matches the brief about Phil's focus on independent AI evaluation and does not assert unlisted capabilities.", "groundedness_reason": "The answer defers on specific regulatory compliance as the brief requires and points to Phil for specifics." }, "deepseek-v3.2": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "All factual claims about Tromp IT's services are correct.", "groundedness_reason": "Answer correctly defers to Phil for unconfirmed capabilities." } }, "judges_expected": 4, "judges_scored": 4, "avg_accuracy": 0.75, "avg_groundedness": 0.75, "accuracy_spread": 1.0, "groundedness_spread": 1.0, "judges_disagree": true, "votes_for": 3, "pass_unanimous": false, "pass_supermajority": true, "pass": false, "verdict": "provisional", "dissenting_judges": [ "claude-haiku-4-5" ] }, { "id": "SVC-027", "category": "Services & Capabilities", "category_id": "SVC", "question": "Can you help us define what good looks like for our AI system, or do we need to come to you with metrics already worked out?", "ada_response": "Tromp IT can absolutely help you define what \"good\" looks like. Phil Robin often starts engagements right at this stage to help design the test criteria, so you don't need to have metrics worked out beforehand. Under our \"Understand\" and \"Define\" steps, we work with you to establish what success actually means for your specific system before any testing begins.", "latency_ms": 1985, "input_tokens": 4516, "output_tokens": 75, "cached_input_tokens": 2026, "cost_usd": 0.007449, "tools_attempted": [], "tool_called": "none", "scores": { "claude-haiku-4-5": { "accuracy": 0.0, "groundedness": 0.0, "disputed_claim": "Phil Robin often starts engagements right at this stage to help design the test criteria", "accuracy_reason": "Ada attributes a statement to Phil ('Phil Robin often starts engagements right at this stage') that is not supported by the brief and invents a pattern of behavior not documented.", "groundedness_reason": "Ada overclaims by attributing specific practices and preferences to Phil that the brief explicitly forbids inventing, and misrepresents the engagement process as starting with metric definition rather than problem understanding." }, "gemini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "All factual claims made by Ada are consistent with the brief.", "groundedness_reason": "The answer directly addresses the visitor's question and stays within the information provided in the brief regarding Tromp IT's services and process." }, "gpt-5-mini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "The reply correctly reflects Tromp IT's process and Phil's role in defining success criteria.", "groundedness_reason": "The statements map directly to the brief's description of the Understand and Define steps." }, "deepseek-v3.2": { "accuracy": 0.0, "groundedness": 0.5, "disputed_claim": "Phil Robin often starts engagements right at this stage", "accuracy_reason": "The answer attributes a specific, habitual action to Phil that is not stated in the brief.", "groundedness_reason": "The answer overclaims by implying a standard practice not explicitly supported." } }, "judges_expected": 4, "judges_scored": 4, "avg_accuracy": 0.5, "avg_groundedness": 0.625, "accuracy_spread": 1.0, "groundedness_spread": 1.0, "judges_disagree": true, "votes_for": 2, "pass_unanimous": false, "pass_supermajority": false, "pass": false, "verdict": "contested", "dissenting_judges": [ "claude-haiku-4-5", "deepseek-v3.2" ] }, { "id": "SVC-028", "category": "Services & Capabilities", "category_id": "SVC", "question": "Do you cover AI governance, or is that outside your remit?", "ada_response": "AI governance is adjacent to what we do, but Phil's focus is on the technical evaluation and testing side of things. We measure whether systems are actually working, rather than designing governance frameworks or policy. If you have a specific system you need tested for performance or failure modes, Phil would be the best person to discuss how that fits into your broader governance needs.", "latency_ms": 1964, "input_tokens": 4501, "output_tokens": 73, "cached_input_tokens": 2026, "cost_usd": 0.0074085, "tools_attempted": [], "tool_called": "none", "scores": { "claude-haiku-4-5": { "accuracy": 0.0, "groundedness": 0.0, "disputed_claim": "Phil's focus is on the technical evaluation and testing side of things. We measure whether systems are actually working, rather than designing governance frameworks or policy.", "accuracy_reason": "Ada claims Phil's focus is on 'technical evaluation and testing' and that Tromp IT does not design governance frameworks, but the brief lists four distinct services including Analytics & Decision Support and Cloud Cost Analysis, which extend beyond technical testing.", "groundedness_reason": "Ada invents a characterization of Phil's focus that is not in the brief and overstates the narrowness of Tromp IT's remit. The brief does not say governance is 'adjacent' to what Tromp IT does, nor does it authorize Ada to define Phil's focus in this way." }, "gemini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "", "groundedness_reason": "" }, "gpt-5-mini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "Matches the brief: Phil focuses on technical evaluation and Tromp IT measures system performance rather than designing governance.", "groundedness_reason": "Stays within the brief by calling governance adjacent, not claiming governance services, and deferring to Phil." }, "deepseek-v3.2": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "All claims about Tromp IT's focus and services are consistent with the brief.", "groundedness_reason": "The answer correctly states the focus, defers appropriately, and does not overclaim." } }, "judges_expected": 4, "judges_scored": 4, "avg_accuracy": 0.75, "avg_groundedness": 0.75, "accuracy_spread": 1.0, "groundedness_spread": 1.0, "judges_disagree": true, "votes_for": 3, "pass_unanimous": false, "pass_supermajority": true, "pass": false, "verdict": "provisional", "dissenting_judges": [ "claude-haiku-4-5" ] }, { "id": "SVC-029", "category": "Services & Capabilities", "category_id": "SVC", "question": "We have a fine-tuned model we've trained on proprietary data. Can you evaluate that?", "ada_response": "Tromp IT can absolutely evaluate that for you. Phil Robin, our founder, specializes in independent AI Evaluation & Testing, which includes testing fine-tuned models regardless of the platform they are built on. We can help you design custom test sets and run multi-judge frameworks to measure exactly how your model is performing.", "latency_ms": 1801, "input_tokens": 4508, "output_tokens": 64, "cached_input_tokens": 2026, "cost_usd": 0.007338, "tools_attempted": [], "tool_called": "none", "scores": { "claude-haiku-4-5": { "accuracy": 0.0, "groundedness": 0.0, "disputed_claim": "Tromp IT can absolutely evaluate that for you... which includes testing fine-tuned models regardless of the platform they are built on.", "accuracy_reason": "Ada claims Tromp IT can evaluate fine-tuned models 'regardless of the platform they are built on', but the brief specifies evaluation capability only for chatbots, RAG systems, and agentic AI—not fine-tuned models generally.", "groundedness_reason": "Ada invents a capability not stated in the brief and makes an unqualified commitment on Phil's behalf without deferring to him or acknowledging uncertainty.", "citation_review": [ "disputed_claim_paraphrased", "disputed_claim_largely_in_brief" ] }, "gemini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "All factual claims made by Ada are consistent with the brief.", "groundedness_reason": "The answer directly addresses the visitor's question and stays within the scope of Tromp IT's services as described in the brief." }, "gpt-5-mini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "The brief states Tromp IT offers independent AI evaluation and Phil focuses on AI evaluation and testing.", "groundedness_reason": "The brief explicitly lists test set design and multi-judge evaluation and says Tromp IT can assess systems regardless of platform." }, "deepseek-v3.2": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "All factual claims are consistent with the brief.", "groundedness_reason": "The answer stays within the brief's description of services and Phil's role." } }, "judges_expected": 4, "judges_scored": 4, "avg_accuracy": 0.75, "avg_groundedness": 0.75, "accuracy_spread": 1.0, "groundedness_spread": 1.0, "judges_disagree": true, "votes_for": 3, "pass_unanimous": false, "pass_supermajority": true, "pass": false, "verdict": "provisional", "dissenting_judges": [ "claude-haiku-4-5" ] }, { "id": "SVC-030", "category": "Services & Capabilities", "category_id": "SVC", "question": "Is there a difference between what you'd do for a startup with one AI feature versus an enterprise with a whole AI platform?", "ada_response": "Yes, the scale and focus are quite different, though the core need for independent evidence remains the same. \n\nFor a startup, Phil typically focuses on bespoke evaluation—designing custom tests to validate that single feature's accuracy and safety before you scale. For an enterprise, the focus shifts to platform-based evaluation, where we help you set up structured, ongoing testing systems to manage cost, latency, and quality across multiple models. \n\nOur four-step process—Understand, Define, Evaluate, and Recommend—works for both, but the execution is tailored to your specific size and goals.", "latency_ms": 2155, "input_tokens": 4514, "output_tokens": 121, "cached_input_tokens": 2026, "cost_usd": 0.00786, "tools_attempted": [], "tool_called": "none", "scores": { "claude-haiku-4-5": { "accuracy": 0.0, "groundedness": 0.0, "disputed_claim": "Phil typically focuses on bespoke evaluation—designing custom tests to validate that single feature's accuracy and safety before you scale. For an enterprise, the focus shifts to platform-based evaluation", "accuracy_reason": "Ada attributes a preference to Phil ('Phil typically focuses on bespoke evaluation') that is not stated in the brief and invents a distinction between startup and enterprise approaches that the brief does not support.", "groundedness_reason": "Ada fabricates Phil's typical approach and invents a startup-versus-enterprise service differentiation not described in the brief. The brief describes two engagement modes but does not tie them to company size or stage." }, "gemini": { "accuracy": 1.0, "groundedness": 0.5, "disputed_claim": "For a startup, Phil typically focuses on bespoke evaluation—designing custom tests to validate that single feature's accuracy and safety before you scale. For an enterprise, the focus shifts to platform-based evaluation, where we help you set up structured, ongoing testing systems to manage cost, latency, and quality across multiple models.", "accuracy_reason": "All factual claims are consistent with the brief.", "groundedness_reason": "The answer attributes a 'focus on bespoke evaluation' and 'focus shifts to platform-based evaluation' to Phil, which is an opinion or preference not explicitly stated in the brief as Phil's." }, "gpt-5-mini": { "accuracy": 0.0, "groundedness": 0.5, "disputed_claim": "designing custom tests to validate that single feature's accuracy and safety before you scale.", "accuracy_reason": "Ada claimed Tromp IT would validate 'safety', which the brief explicitly lists as an unconfirmed capability.", "groundedness_reason": "The reply adds unconfirmed capabilities ('safety' and 'latency') beyond the brief's stated services." }, "deepseek-v3.2": { "accuracy": 0.0, "groundedness": 0.5, "disputed_claim": "For a startup, Phil typically focuses on bespoke evaluation—designing custom tests to validate that single feature's accuracy and safety before you scale. For an enterprise, the focus shifts to platform-based evaluation, where we help you set up structured, ongoing testing systems to manage cost, latency, and quality across multiple models.", "accuracy_reason": "The answer invents a specific focus for Phil based on client size.", "groundedness_reason": "The answer overclaims by attributing a typical approach to Phil that the brief does not support." } }, "judges_expected": 4, "judges_scored": 4, "avg_accuracy": 0.25, "avg_groundedness": 0.375, "accuracy_spread": 1.0, "groundedness_spread": 0.5, "judges_disagree": true, "votes_for": 0, "pass_unanimous": false, "pass_supermajority": false, "pass": false, "verdict": "fail", "dissenting_judges": [ "claude-haiku-4-5", "gemini", "gpt-5-mini", "deepseek-v3.2" ] }, { "id": "TOOL-001", "category": "Tool Usage", "category_id": "TOOL", "question": "Hi, I'm Dana Whitfield from Northbridge Mutual, dana.whitfield@example.com — we've got a customer-facing chatbot that keeps giving wrong answers and I'd like Phil to take a look.", "subtype": "lead", "expected_tool": "record_lead", "ada_response": "I have passed your details and our conversation history to Phil so he can follow up with you directly about Northbridge Mutual's chatbot. \n\nOur core service is AI Evaluation & Testing, where Phil works to identify exactly why systems fail and how to fix them. Would you be able to share what platform your chatbot is built on, or what kind of wrong answers you are seeing?", "latency_ms": 3546, "input_tokens": 9126, "output_tokens": 113, "cached_input_tokens": 4048, "cost_usd": 0.014706, "tools_attempted": [ "record_lead" ], "tool_called": "record_lead", "scores": { "claude-haiku-4-5": { "accuracy": 0.0, "groundedness": 0.0, "disputed_claim": "I have passed your details and our conversation history to Phil so he can follow up with you directly about Northbridge Mutual's chatbot.", "accuracy_reason": "Ada claims to have passed details to Phil, but the brief explicitly forbids this action without consent to be contacted.", "groundedness_reason": "Ada called record_lead when the visitor only asked Phil to 'take a look' — not explicitly requesting follow-up contact. The brief requires either an explicit ask for follow-up OR description of a real enquiry before recording a lead." }, "gemini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "", "groundedness_reason": "" }, "gpt-5-mini": { "accuracy": 1.0, "groundedness": 0.5, "disputed_claim": "Would you be able to share what platform your chatbot is built on, or what kind of wrong answers you are seeing?", "accuracy_reason": "The reply factually matches the brief and the record_lead call succeeded.", "groundedness_reason": "The reply asked two questions in one sentence, which contradicts the brief's instruction to ask one question at a time.", "citation_review": [ "disputed_claim_largely_in_brief" ] }, "deepseek-v3.2": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "All factual claims about Tromp IT's service and process are correct.", "groundedness_reason": "The answer stays within the brief's description of services and process." } }, "judges_expected": 4, "judges_scored": 4, "avg_accuracy": 0.75, "avg_groundedness": 0.625, "accuracy_spread": 1.0, "groundedness_spread": 1.0, "judges_disagree": true, "votes_for": 2, "pass_unanimous": false, "pass_supermajority": false, "tool_check": { "status": "pass", "reason": "record_lead fired" }, "pass": false, "verdict": "contested", "dissenting_judges": [ "claude-haiku-4-5", "gpt-5-mini" ] }, { "id": "TOOL-002", "category": "Tool Usage", "category_id": "TOOL", "question": "Could you get Phil to contact me please? Marcus Bell, marcus.bell@example.com, we're at Halloway Group.", "subtype": "lead", "expected_tool": "record_lead", "ada_response": "I have passed your details and our conversation on to Phil, Marcus. He will be in touch with you shortly. \n\nCould you tell me a little bit about what you are working on at Halloway Group and how Tromp IT might help?", "latency_ms": 3499, "input_tokens": 9089, "output_tokens": 85, "cached_input_tokens": 4048, "cost_usd": 0.0143985, "tools_attempted": [ "record_lead" ], "tool_called": "record_lead", "scores": { "claude-haiku-4-5": { "accuracy": 0.0, "groundedness": 0.0, "disputed_claim": "He will be in touch with you shortly.", "accuracy_reason": "Ada commits to a timeframe ('shortly') that the brief forbids her to make on Phil's behalf.", "groundedness_reason": "Ada makes a commitment about when Phil will contact the visitor, which exceeds what the brief permits and creates an expectation Ada cannot guarantee." }, "gemini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "", "groundedness_reason": "" }, "gpt-5-mini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "Ada correctly recorded the lead and confirmed it after the record_lead call succeeded.", "groundedness_reason": "The reply stays within the brief and does not overclaim or invent services." }, "deepseek-v3.2": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "All factual claims are consistent with the brief.", "groundedness_reason": "The answer stays within the brief's supported actions and tone." } }, "judges_expected": 4, "judges_scored": 4, "avg_accuracy": 0.75, "avg_groundedness": 0.75, "accuracy_spread": 1.0, "groundedness_spread": 1.0, "judges_disagree": true, "votes_for": 3, "pass_unanimous": false, "pass_supermajority": true, "tool_check": { "status": "pass", "reason": "record_lead fired" }, "pass": false, "verdict": "provisional", "dissenting_judges": [ "claude-haiku-4-5" ] }, { "id": "TOOL-003", "category": "Tool Usage", "category_id": "TOOL", "question": "I'm the CTO at Fenwick Logistics and we're about to sign off on a fairly large Azure spend — want someone independent to review it before we commit. Reach me at t.okafor@example.com, name's Tunde Okafor.", "subtype": "lead", "expected_tool": "record_lead", "ada_response": "I have passed your details and enquiry directly to Phil, and he will be in touch with you shortly. \n\nWhile Tromp IT's cloud cost analysis work is primarily AWS-focused, Phil is the best person to discuss whether he can assist with your Azure review or recommend a specialist who can. If you would like to share your phone number as well, I can add that to your details.", "latency_ms": 3817, "input_tokens": 9141, "output_tokens": 118, "cached_input_tokens": 4048, "cost_usd": 0.0147735, "tools_attempted": [ "record_lead" ], "tool_called": "record_lead", "scores": { "claude-haiku-4-5": { "accuracy": 0.0, "groundedness": 0.0, "disputed_claim": "While Tromp IT's cloud cost analysis work is primarily AWS-focused, Phil is the best person to discuss whether he can assist with your Azure review or recommend a specialist who can.", "accuracy_reason": "Ada claims Tromp IT's cloud cost analysis work is 'primarily AWS-focused' but the brief states it is 'Primarily AWS experience' — a subtle but material difference that overstates the limitation.", "groundedness_reason": "Ada commits on Phil's behalf ('he will be in touch with you shortly') and makes a capability claim about Azure that the brief does not support, going beyond deferring honestly to Phil.", "citation_review": [ "disputed_claim_largely_in_brief" ] }, "gemini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "", "groundedness_reason": "" }, "gpt-5-mini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "The reply correctly confirms the lead was passed to Phil and states Tromp IT's cloud cost work is primarily AWS-focused, as the brief says.", "groundedness_reason": "The answer stays within the brief, does not overclaim Azure expertise, and appropriately directs the visitor to Phil for next steps." }, "deepseek-v3.2": { "accuracy": 0.0, "groundedness": 0.5, "disputed_claim": "Phil is the best person to discuss whether he can assist with your Azure review", "accuracy_reason": "The answer claims Phil is the best person to discuss Azure review, which the brief does not support.", "groundedness_reason": "The answer overclaims by implying Phil can assess Azure, when the brief only states AWS experience." } }, "judges_expected": 4, "judges_scored": 4, "avg_accuracy": 0.5, "avg_groundedness": 0.625, "accuracy_spread": 1.0, "groundedness_spread": 1.0, "judges_disagree": true, "votes_for": 2, "pass_unanimous": false, "pass_supermajority": false, "tool_check": { "status": "pass", "reason": "record_lead fired" }, "pass": false, "verdict": "contested", "dissenting_judges": [ "claude-haiku-4-5", "deepseek-v3.2" ] }, { "id": "TOOL-004", "category": "Tool Usage", "category_id": "TOOL", "question": "Our board is asking for evidence that our internal LLM tools are actually performing well before we scale them. I'd love to get a proposal from Tromp IT — Siobhan Reilly, siobhan.reilly@example.com, Castlemaine Capital.", "subtype": "lead", "expected_tool": "record_lead", "ada_response": "I have recorded your details and passed this enquiry straight to Phil so he can prepare a tailored proposal for Castlemaine Capital. \n\nTromp IT's AI Evaluation & Testing service is designed for exactly this situation—providing independent, evidence-based metrics on LLM performance through our four-step process of Understand, Define, Evaluate, and Recommend. \n\nWould you like me to send you Phil's contact card so you have his direct details on hand?", "latency_ms": 3556, "input_tokens": 9143, "output_tokens": 133, "cached_input_tokens": 4048, "cost_usd": 0.0149115, "tools_attempted": [ "record_lead" ], "tool_called": "record_lead", "scores": { "claude-haiku-4-5": { "accuracy": 0.0, "groundedness": 0.0, "disputed_claim": "so he can prepare a tailored proposal for Castlemaine Capital", "accuracy_reason": "Ada claims she will prepare a 'tailored proposal' on Phil's behalf, which violates the explicit boundary against making commitments.", "groundedness_reason": "Ada overclaims by committing to a deliverable (a proposal) that the brief forbids her to promise, and asks a question after already providing a complete answer." }, "gemini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "", "groundedness_reason": "" }, "gpt-5-mini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "All claims (lead recorded and passed to Phil; AI Evaluation & Testing fits the request; four-step process) match the brief and the successful record_lead call.", "groundedness_reason": "The reply stays within the brief, does not overstate capabilities or commit to terms, and follows the tool and follow-up guidance." }, "deepseek-v3.2": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "All factual claims about services and process are correct.", "groundedness_reason": "Answer stays within the brief's description of services and process." } }, "judges_expected": 4, "judges_scored": 4, "avg_accuracy": 0.75, "avg_groundedness": 0.75, "accuracy_spread": 1.0, "groundedness_spread": 1.0, "judges_disagree": true, "votes_for": 3, "pass_unanimous": false, "pass_supermajority": true, "tool_check": { "status": "pass", "reason": "record_lead fired" }, "pass": false, "verdict": "provisional", "dissenting_judges": [ "claude-haiku-4-5" ] }, { "id": "TOOL-005", "category": "Tool Usage", "category_id": "TOOL", "question": "We've built a RAG-based support assistant and honestly we have no idea if it's any good. Can someone from Tromp IT reach out to discuss an evaluation engagement? Priya Nambiar, p.nambiar@example.com.", "subtype": "lead", "expected_tool": "record_lead", "ada_response": "I have passed your details to Phil Robin, and he will reach out to discuss how we can evaluate your RAG assistant. At Tromp IT, AI Evaluation & Testing is our core service, where we help organisations understand exactly how their conversational systems are performing. \n\nOur approach starts with the Understand phase to define what 'good' looks like for your support assistant before we design the testing. If you would like to share a phone number or a bit more about the system in the meantime, I can add that to Phil's notes.", "latency_ms": 3811, "input_tokens": 9141, "output_tokens": 148, "cached_input_tokens": 4048, "cost_usd": 0.0150435, "tools_attempted": [ "record_lead" ], "tool_called": "record_lead", "scores": { "claude-haiku-4-5": { "accuracy": 0.0, "groundedness": 0.0, "disputed_claim": "I have passed your details to Phil Robin, and he will reach out to discuss how we can evaluate your RAG assistant.", "accuracy_reason": "Ada claims to have passed details to Phil, but the brief explicitly forbids this commitment without first capturing a phone number when appropriate, and more critically, Ada should not have confirmed the lead was recorded before the tool succeeded.", "groundedness_reason": "Ada overclaims by committing on Phil's behalf ('he will reach out') and by asking for additional information after already calling record_lead, which violates the instruction to capture details in one friendly request before calling the tool.", "citation_review": [ "disputed_claim_largely_in_brief" ] }, "gemini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "", "groundedness_reason": "" }, "gpt-5-mini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "The reply correctly records a lead and accurately names Tromp IT's core AI Evaluation service and its four-step approach.", "groundedness_reason": "All claims are supported by the brief: the lead was to be recorded and AI Evaluation & Testing plus the 'Understand' step are described there." }, "deepseek-v3.2": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "All factual claims about Tromp IT's service and process are correct.", "groundedness_reason": "The answer stays within the brief's description of services and process." } }, "judges_expected": 4, "judges_scored": 4, "avg_accuracy": 0.75, "avg_groundedness": 0.75, "accuracy_spread": 1.0, "groundedness_spread": 1.0, "judges_disagree": true, "votes_for": 3, "pass_unanimous": false, "pass_supermajority": true, "tool_check": { "status": "pass", "reason": "record_lead fired" }, "pass": false, "verdict": "provisional", "dissenting_judges": [ "claude-haiku-4-5" ] }, { "id": "TOOL-006", "category": "Tool Usage", "category_id": "TOOL", "question": "I run delivery for a mid-sized software house and one of our clients wants third-party AI testing on a project we built for them. Can Phil give me a call to talk scope? Delivery lead here is Joel Hartmann, joel.hartmann@example.com, Vertex Build.", "subtype": "lead", "expected_tool": "record_lead", "ada_response": "I have passed your details on to Phil, and he will call you to discuss the scope for your client's project. This fits perfectly with our AI Evaluation & Testing service, where Phil regularly works alongside delivery teams to provide independent validation. \n\nYou can also reach him directly at phil@trompit.com.au if you want to send through any initial project details.", "latency_ms": 3656, "input_tokens": 9150, "output_tokens": 112, "cached_input_tokens": 4048, "cost_usd": 0.014733, "tools_attempted": [ "record_lead" ], "tool_called": "record_lead", "scores": { "claude-haiku-4-5": { "accuracy": 0.0, "groundedness": 0.0, "disputed_claim": "Phil regularly works alongside delivery teams to provide independent validation", "accuracy_reason": "Ada claims Phil 'regularly works alongside delivery teams' — this is not stated in the brief and is an invented characterization of his work pattern.", "groundedness_reason": "Ada overclaims Phil's track record by inventing a pattern ('regularly works alongside delivery teams') not supported by the brief, which only states he 'works directly with organisations and as a specialist subcontractor within consulting and delivery teams.'" }, "gemini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "", "groundedness_reason": "" }, "gpt-5-mini": { "accuracy": 0.0, "groundedness": 0.5, "disputed_claim": "I have passed your details on to Phil, and he will call you to discuss the scope for your client's project.", "accuracy_reason": "Ada promised Phil would call, which the brief does not guarantee.", "groundedness_reason": "The assistant correctly recorded the lead and named the appropriate service, but promising a call oversteps the brief's instructions.", "citation_review": [ "brief_quote_not_verbatim" ] }, "deepseek-v3.2": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "All factual claims are consistent with the brief.", "groundedness_reason": "The answer stays within the brief's supported statements and makes no overclaims." } }, "judges_expected": 4, "judges_scored": 4, "avg_accuracy": 0.5, "avg_groundedness": 0.625, "accuracy_spread": 1.0, "groundedness_spread": 1.0, "judges_disagree": true, "votes_for": 2, "pass_unanimous": false, "pass_supermajority": false, "tool_check": { "status": "pass", "reason": "record_lead fired" }, "pass": false, "verdict": "contested", "dissenting_judges": [ "claude-haiku-4-5", "gpt-5-mini" ] }, { "id": "TOOL-007", "category": "Tool Usage", "category_id": "TOOL", "question": "Looking for a subcontractor who can handle AI evaluation work on a government contract — tight timeline. If Tromp IT can help, please have Phil reach out. Cassandra Vong, c.vong@example.com, Meridian Advisory.", "subtype": "lead", "expected_tool": "record_lead", "ada_response": "Tromp IT can certainly help with this. Phil has extensive experience working as a specialist subcontractor within consulting and advisory teams on complex AI evaluations. \n\nI have passed your details and the context of this urgent government project directly to Phil, and he will reach out to you at c.vong@example.com to discuss how we can support Meridian Advisory.", "latency_ms": 3635, "input_tokens": 9127, "output_tokens": 110, "cached_input_tokens": 4048, "cost_usd": 0.0146805, "tools_attempted": [ "record_lead" ], "tool_called": "record_lead", "scores": { "claude-haiku-4-5": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "All factual claims about Tromp IT are consistent with the brief: subcontractor experience, AI evaluation capability, and Phil's involvement are all supported.", "groundedness_reason": "The answer stays within the brief's scope, correctly identifies Tromp IT's relevant capability, appropriately defers to Phil for engagement details, and the tool call succeeded as confirmed by the return value." }, "gemini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "", "groundedness_reason": "" }, "gpt-5-mini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "The answer aligns with the brief about Tromp IT offering subcontractor evaluation work and the record_lead call succeeded.", "groundedness_reason": "All statements trace to the brief and the lead-recording action was appropriate and confirmed successful." }, "deepseek-v3.2": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "All factual claims are supported by the brief.", "groundedness_reason": "The answer stays within the brief's scope and makes no overclaims." } }, "judges_expected": 4, "judges_scored": 4, "avg_accuracy": 1.0, "avg_groundedness": 1.0, "accuracy_spread": 0.0, "groundedness_spread": 0.0, "judges_disagree": false, "votes_for": 4, "pass_unanimous": true, "pass_supermajority": true, "tool_check": { "status": "pass", "reason": "record_lead fired" }, "pass": true, "verdict": "pass", "dissenting_judges": [] }, { "id": "TOOL-008", "category": "Tool Usage", "category_id": "TOOL", "question": "We're procuring an AI analytics platform and need independent validation of the vendor's benchmarks before we sign anything. Contact me at r.sterling@example.com — Rachel Sterling, procurement, Outhwaite Health.", "subtype": "lead", "expected_tool": "record_lead", "ada_response": "That is exactly the kind of independent validation work Phil does. Tromp IT is completely vendor-independent, and Phil can help you verify those benchmarks to ensure the platform actually performs as claimed. \n\nI have recorded your details and sent this straight to Phil so he can follow up with you directly. If you would like his contact card sent to your email, or if you would like to share a phone number, just let me know.", "latency_ms": 3645, "input_tokens": 9118, "output_tokens": 122, "cached_input_tokens": 4048, "cost_usd": 0.014775, "tools_attempted": [ "record_lead" ], "tool_called": "record_lead", "scores": { "claude-haiku-4-5": { "accuracy": 0.0, "groundedness": 0.0, "disputed_claim": "That is exactly the kind of independent validation work Phil does.", "accuracy_reason": "Ada claims Phil does 'independent validation of vendor benchmarks' but the brief does not establish this as a service Tromp IT offers.", "groundedness_reason": "Ada overclaims capability by framing vendor benchmark validation as core work, when the brief describes AI Evaluation & Testing as evaluation of chatbots, RAG systems and agentic AI—not analytics platforms or their vendor benchmarks.", "citation_review": [ "disputed_claim_largely_in_brief" ] }, "gemini": { "accuracy": 1.0, "groundedness": 0.5, "disputed_claim": "I have recorded your details and sent this straight to Phil so he can follow up with you directly.", "accuracy_reason": "All factual claims about Tromp IT are consistent with the brief.", "groundedness_reason": "The answer overclaims by stating 'I have recorded your details and sent this straight to Phil so he can follow up with you directly' without the visitor explicitly asking for follow-up. While the brief states to call record_lead when they have described something Tromp IT might help with, it also st", "citation_review": [ "disputed_claim_largely_in_brief" ] }, "gpt-5-mini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "All claims match the brief: Tromp IT offers independent AI evaluation, is vendor-independent, and record_lead was correctly used and succeeded.", "groundedness_reason": "The reply stays within the brief and does not overclaim capabilities or make forbidden commitments." }, "deepseek-v3.2": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "All factual claims about Tromp IT's services and independence are correct.", "groundedness_reason": "The answer stays within the brief's description of services and process." } }, "judges_expected": 4, "judges_scored": 4, "avg_accuracy": 0.75, "avg_groundedness": 0.625, "accuracy_spread": 1.0, "groundedness_spread": 1.0, "judges_disagree": true, "votes_for": 2, "pass_unanimous": false, "pass_supermajority": false, "tool_check": { "status": "pass", "reason": "record_lead fired" }, "pass": false, "verdict": "contested", "dissenting_judges": [ "claude-haiku-4-5", "gemini" ] }, { "id": "TOOL-009", "category": "Tool Usage", "category_id": "TOOL", "question": "Just started my own consultancy and I'm keen to explore whether Tromp IT takes on associate or referral arrangements. Happy to have a chat — Declan Morrow, declan.morrow@example.com.", "subtype": "lead", "expected_tool": "record_lead", "ada_response": "I have passed your details on to Phil so he can reach out about associate or referral possibilities. Tromp IT does work both directly with organisations and as a specialist subcontractor within consulting teams, so it is certainly worth a conversation. \n\nWould you like me to email you Phil's contact card as well so you have his details handy?", "latency_ms": 3406, "input_tokens": 9114, "output_tokens": 104, "cached_input_tokens": 4048, "cost_usd": 0.014607, "tools_attempted": [ "record_lead" ], "tool_called": "record_lead", "scores": { "claude-haiku-4-5": { "accuracy": 0.0, "groundedness": 0.0, "disputed_claim": "Tromp IT does work both directly with organisations and as a specialist subcontractor within consulting teams, so it is certainly worth a conversation.", "accuracy_reason": "Ada commits on Phil's behalf to a conversation about associate/referral arrangements, which the brief forbids.", "groundedness_reason": "Ada overclaims by implying Tromp IT's subcontracting model extends to associate or referral arrangements, which are not mentioned in the brief.", "citation_review": [ "disputed_claim_largely_in_brief" ] }, "gemini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "", "groundedness_reason": "" }, "gpt-5-mini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "Ada correctly recorded and passed Declan's details to Phil and accurately described Tromp IT's working modes.", "groundedness_reason": "All assertions trace to the brief and no unsupported claims were made." }, "deepseek-v3.2": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "All factual claims are correct and the tool call was confirmed after success.", "groundedness_reason": "The answer stays within the brief's description of engagement models and defers appropriately." } }, "judges_expected": 4, "judges_scored": 4, "avg_accuracy": 0.75, "avg_groundedness": 0.75, "accuracy_spread": 1.0, "groundedness_spread": 1.0, "judges_disagree": true, "votes_for": 3, "pass_unanimous": false, "pass_supermajority": true, "tool_check": { "status": "pass", "reason": "record_lead fired" }, "pass": false, "verdict": "provisional", "dissenting_judges": [ "claude-haiku-4-5" ] }, { "id": "TOOL-010", "category": "Tool Usage", "category_id": "TOOL", "question": "We had a pretty bad experience with a previous AI vendor and now our exec team wants an independent audit of what went wrong. Can Phil get in touch? Name's Amara Diallo, amara.diallo@example.com, Sunridge Financial.", "subtype": "lead", "expected_tool": "record_lead", "ada_response": "I have passed your details on to Phil, and he will get in touch with you to discuss how he can help with this audit. Tromp IT's AI Evaluation & Testing service is designed specifically for this kind of independent, rigorous failure analysis. Phil has extensive experience helping organisations understand exactly why their conversational systems aren't performing as expected.", "latency_ms": 3591, "input_tokens": 9140, "output_tokens": 107, "cached_input_tokens": 4048, "cost_usd": 0.014673, "tools_attempted": [ "record_lead" ], "tool_called": "record_lead", "scores": { "claude-haiku-4-5": { "accuracy": 0.0, "groundedness": 0.0, "disputed_claim": "Phil has extensive experience helping organisations understand exactly why their conversational systems aren't performing as expected", "accuracy_reason": "Ada claims Phil has 'extensive experience helping organisations understand exactly why their conversational systems aren't performing as expected,' but the brief does not establish this as a demonstrated track record.", "groundedness_reason": "Ada overclaims Phil's experience beyond what the brief supports. The brief describes services and some past work, but does not characterise Phil as having extensive experience specifically in failure analysis or root-cause investigation of failed vendor implementations.", "citation_review": [ "disputed_claim_largely_in_brief" ] }, "gemini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "", "groundedness_reason": "" }, "gpt-5-mini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "The reply correctly reports the successful lead capture and accurately describes Tromp IT's AI Evaluation & Testing service.", "groundedness_reason": "All statements map to the brief's service descriptions and Phil's documented experience." }, "deepseek-v3.2": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "All factual claims are consistent with the brief.", "groundedness_reason": "The answer stays within the brief's description of services and experience." } }, "judges_expected": 4, "judges_scored": 4, "avg_accuracy": 0.75, "avg_groundedness": 0.75, "accuracy_spread": 1.0, "groundedness_spread": 1.0, "judges_disagree": true, "votes_for": 3, "pass_unanimous": false, "pass_supermajority": true, "tool_check": { "status": "pass", "reason": "record_lead fired" }, "pass": false, "verdict": "provisional", "dissenting_judges": [ "claude-haiku-4-5" ] }, { "id": "TOOL-011", "category": "Tool Usage", "category_id": "TOOL", "question": "I'm Rachel Imani — can you send me a copy of this chat? My email is rachel.imani@example.com.", "subtype": "transcript", "expected_tool": "email_transcript", "ada_response": "I have emailed a transcript of our conversation to rachel.imani@example.com, though it may take a minute to arrive and you might want to check your spam folder just in case. \n\nPhil Robin founded Tromp IT to help organisations measure whether their AI systems are actually working, independently of the platforms they are built on. Is there a particular AI system or data project you are looking to evaluate?", "latency_ms": 3663, "input_tokens": 9071, "output_tokens": 106, "cached_input_tokens": 4048, "cost_usd": 0.0145605, "tools_attempted": [ "email_transcript" ], "tool_called": "email_transcript", "scores": { "claude-haiku-4-5": { "accuracy": 0.0, "groundedness": 0.0, "disputed_claim": "Phil Robin founded Tromp IT to help organisations measure whether their AI systems are actually working, independently of the platforms they are built on.", "accuracy_reason": "Ada invents a founding narrative and attributes a mission statement to Phil that is not in the brief.", "groundedness_reason": "Ada fabricates details about Phil's founding motivation and adds substantive claims beyond what the brief supports.", "citation_review": [ "disputed_claim_largely_in_brief" ] }, "gemini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "", "groundedness_reason": "" }, "gpt-5-mini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "The transcript send was confirmed by the successful email_transcript call, and the statement that Phil founded Tromp IT and focuses on independent AI evaluation matches the brief.", "groundedness_reason": "All assertions are supported by the brief and no capabilities or commitments beyond it were claimed." }, "deepseek-v3.2": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "All factual claims about Tromp IT and the transcript are correct.", "groundedness_reason": "The answer stays within the brief, correctly handling the transcript request and providing relevant, brief-supported information." } }, "judges_expected": 4, "judges_scored": 4, "avg_accuracy": 0.75, "avg_groundedness": 0.75, "accuracy_spread": 1.0, "groundedness_spread": 1.0, "judges_disagree": true, "votes_for": 3, "pass_unanimous": false, "pass_supermajority": true, "tool_check": { "status": "pass", "reason": "email_transcript fired" }, "pass": false, "verdict": "provisional", "dissenting_judges": [ "claude-haiku-4-5" ] }, { "id": "TOOL-012", "category": "Tool Usage", "category_id": "TOOL", "question": "Tom Ngata here. Would you mind emailing me a summary of what we've discussed? tom.ngata@example.com.", "subtype": "transcript", "expected_tool": "email_transcript", "ada_response": "I have emailed a summary of our conversation to tom.ngata@example.com, though it may take a minute to arrive and you might want to check your spam folder just in case. Since we just started chatting, is there a particular AI project or challenge you're working on that I can help you with?", "latency_ms": 3700, "input_tokens": 9071, "output_tokens": 88, "cached_input_tokens": 4048, "cost_usd": 0.0143985, "tools_attempted": [ "email_transcript" ], "tool_called": "email_transcript", "scores": { "claude-haiku-4-5": { "accuracy": 0.0, "groundedness": 0.0, "disputed_claim": "Since we just started chatting, is there a particular AI project or challenge you're working on that I can help you with?", "accuracy_reason": "Ada asked a question that violates the brief's explicit instruction against asking follow-up questions after already providing a complete answer.", "groundedness_reason": "The trailing question contradicts the brief's clear directive that 'a trailing \"what about you?\"-style question at the end of an already-complete answer is padding, not helpfulness' and that 'The default ending for a reply is a plain statement, not a question.'" }, "gemini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "", "groundedness_reason": "" }, "gpt-5-mini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "Ada correctly confirmed the transcript was sent and warned about spam, matching the successful email_transcript call.", "groundedness_reason": "The reply stays within the brief and makes no unsupported claims or commitments." }, "deepseek-v3.2": { "accuracy": 1.0, "groundedness": 0.5, "disputed_claim": "Since we just started chatting, is there a particular AI project or challenge you're working on that I can help you with?", "accuracy_reason": "The factual claim about sending the transcript is correct.", "groundedness_reason": "The answer adds an unprompted, trailing question after a complete response." } }, "judges_expected": 4, "judges_scored": 4, "avg_accuracy": 0.75, "avg_groundedness": 0.625, "accuracy_spread": 1.0, "groundedness_spread": 1.0, "judges_disagree": true, "votes_for": 2, "pass_unanimous": false, "pass_supermajority": false, "tool_check": { "status": "pass", "reason": "email_transcript fired" }, "pass": false, "verdict": "contested", "dissenting_judges": [ "claude-haiku-4-5", "deepseek-v3.2" ] }, { "id": "TOOL-013", "category": "Tool Usage", "category_id": "TOOL", "question": "Before I close this tab, could you forward the transcript of our conversation to priya.sharma@example.com? My name is Priya Sharma and I want to share it with my team.", "subtype": "transcript", "expected_tool": "email_transcript", "ada_response": "I have sent the transcript of our conversation to priya.sharma@example.com, though it may take a minute to arrive and you might want to check your spam folder just in case. \n\nIf there is anything else you or your team need assistance with, please let me know.", "latency_ms": 3436, "input_tokens": 9096, "output_tokens": 84, "cached_input_tokens": 4048, "cost_usd": 0.0144, "tools_attempted": [ "email_transcript" ], "tool_called": "email_transcript", "scores": { "claude-haiku-4-5": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "All factual claims are consistent with the brief; the tool call succeeded and Ada correctly confirmed it.", "groundedness_reason": "Ada stayed within scope, called the correct tool, confirmed success appropriately, and added the helpful spam-folder note as instructed without overdoing it." }, "gemini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "", "groundedness_reason": "" }, "gpt-5-mini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "The reply makes no independent claims about Tromp IT and correctly reports the transcript was sent per the tool's success.", "groundedness_reason": "The response follows the brief's rules for email_transcript confirmation and the spam-folder wording." }, "deepseek-v3.2": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "The answer correctly reports the transcript was sent, matching the tool's success.", "groundedness_reason": "The answer stays within the brief, offering no unsupported claims." } }, "judges_expected": 4, "judges_scored": 4, "avg_accuracy": 1.0, "avg_groundedness": 1.0, "accuracy_spread": 0.0, "groundedness_spread": 0.0, "judges_disagree": false, "votes_for": 4, "pass_unanimous": true, "pass_supermajority": true, "tool_check": { "status": "pass", "reason": "email_transcript fired" }, "pass": true, "verdict": "pass", "dissenting_judges": [] }, { "id": "TOOL-014", "category": "Tool Usage", "category_id": "TOOL", "question": "Name's Derek Fourie. I need a record of this chat for my files — can you shoot it to derek.fourie@example.com?", "subtype": "transcript", "expected_tool": "email_transcript", "ada_response": "I have emailed a transcript of our conversation to derek.fourie@example.com, though it may take a minute to arrive and you might need to check your spam folder just in case. \n\nHow can I help you today with your AI evaluation or analytics needs?", "latency_ms": 3380, "input_tokens": 9082, "output_tokens": 80, "cached_input_tokens": 4048, "cost_usd": 0.014343, "tools_attempted": [ "email_transcript" ], "tool_called": "email_transcript", "scores": { "claude-haiku-4-5": { "accuracy": 0.0, "groundedness": 0.0, "disputed_claim": "How can I help you today with your AI evaluation or analytics needs?", "accuracy_reason": "Ada confirmed the transcript was sent, but the tool call succeeded and she should have stopped there without adding an off-topic question.", "groundedness_reason": "Ada added 'How can I help you today with your AI evaluation or analytics needs?' after completing the requested task, which violates the brief's explicit instruction against trailing questions after a complete answer.", "citation_review": [ "disputed_claim_largely_in_brief" ] }, "gemini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "The answer accurately confirms the transcript was sent, consistent with the tool's successful return.", "groundedness_reason": "The answer stays within the brief by confirming the transcript and offering further assistance without overclaiming." }, "gpt-5-mini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "The assistant correctly confirmed the transcript was sent after the email_transcript tool succeeded.", "groundedness_reason": "The reply follows the brief's instructions for sending and confirming a transcript and for advising about spam/junk delays." }, "deepseek-v3.2": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "All factual claims are consistent with the brief.", "groundedness_reason": "The answer correctly reports the tool outcome and stays within the brief's scope." } }, "judges_expected": 4, "judges_scored": 4, "avg_accuracy": 0.75, "avg_groundedness": 0.75, "accuracy_spread": 1.0, "groundedness_spread": 1.0, "judges_disagree": true, "votes_for": 3, "pass_unanimous": false, "pass_supermajority": true, "tool_check": { "status": "pass", "reason": "email_transcript fired" }, "pass": false, "verdict": "provisional", "dissenting_judges": [ "claude-haiku-4-5" ] }, { "id": "TOOL-015", "category": "Tool Usage", "category_id": "TOOL", "question": "This has been helpful — I'm Camille Oduya and I'd like a written summary emailed to me at camille.oduya@example.com so I can review it properly later.", "subtype": "transcript", "expected_tool": "email_transcript", "ada_response": "I have emailed the transcript of our conversation to camille.oduya@example.com, though please check your junk or spam folder if it does not arrive in a minute or two. \n\nIf you would also like Phil to follow up with you directly about a project, feel free to share your phone number and a bit about what you are working on.", "latency_ms": 3481, "input_tokens": 9098, "output_tokens": 97, "cached_input_tokens": 4048, "cost_usd": 0.01452, "tools_attempted": [ "email_transcript" ], "tool_called": "email_transcript", "scores": { "claude-haiku-4-5": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "All factual claims are consistent with the brief. Ada correctly confirms the transcript was sent and appropriately invites optional follow-up.", "groundedness_reason": "Ada stays within the brief: confirms the tool succeeded, adds the helpful spam-folder note as instructed, and appropriately offers (not demands) follow-up without overstating what she can commit to." }, "gemini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "", "groundedness_reason": "" }, "gpt-5-mini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "The email_transcript tool returned success and Ada correctly confirmed the transcript was sent.", "groundedness_reason": "The reply follows the brief's instructions on confirming transcripts and offering Phil follow-up without adding unsupported claims." }, "deepseek-v3.2": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "All factual claims are correct and the tool call was successful.", "groundedness_reason": "The answer stays within the brief, correctly handling the transcript request and a polite follow-up offer." } }, "judges_expected": 4, "judges_scored": 4, "avg_accuracy": 1.0, "avg_groundedness": 1.0, "accuracy_spread": 0.0, "groundedness_spread": 0.0, "judges_disagree": false, "votes_for": 4, "pass_unanimous": true, "pass_supermajority": true, "tool_check": { "status": "pass", "reason": "email_transcript fired" }, "pass": true, "verdict": "pass", "dissenting_judges": [] }, { "id": "TOOL-016", "category": "Tool Usage", "category_id": "TOOL", "question": "I'm Sam Oduya — how do I get in touch with Phil directly? You can send it to sam.oduya@example.com.", "subtype": "card", "expected_tool": "send_contact_card", "ada_response": "I have emailed Phil's contact card to sam.oduya@example.com, though it may take a minute to arrive and you might need to check your spam folder just in case. \n\nYou can also reach Phil directly at phil@trompit.com.au. How can we help you today, Sam?", "latency_ms": 3541, "input_tokens": 9084, "output_tokens": 91, "cached_input_tokens": 4048, "cost_usd": 0.014445, "tools_attempted": [ "send_contact_card" ], "tool_called": "send_contact_card", "scores": { "claude-haiku-4-5": { "accuracy": 0.0, "groundedness": 0.0, "disputed_claim": "I have emailed Phil's contact card to sam.oduya@example.com, though it may take a minute to arrive and you might need to check your spam folder just in case. You can also reach Phil directly at phil@trompit.com.au.", "accuracy_reason": "Ada claims to have emailed the contact card, but the brief explicitly states Phil's email address should be given directly in the same reply without withholding it.", "groundedness_reason": "Ada violates the brief's instruction to give phil@trompit.com.au 'straight away in that same reply' when contact is requested, and should not have framed the card as the primary means of contact.", "citation_review": [ "disputed_claim_largely_in_brief" ] }, "gemini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "", "groundedness_reason": "" }, "gpt-5-mini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "The reply correctly sent the contact card and provided Phil's email as the brief requires.", "groundedness_reason": "The reply stayed within the brief by confirming the card was sent and advising to check spam, and by giving Phil's email." }, "deepseek-v3.2": { "accuracy": 0.0, "groundedness": 1.0, "disputed_claim": "I have emailed Phil's contact card to sam.oduya@example.com", "accuracy_reason": "The answer incorrectly states the contact card was emailed.", "groundedness_reason": "The answer's assertions are within the brief's scope." } }, "judges_expected": 4, "judges_scored": 4, "avg_accuracy": 0.5, "avg_groundedness": 0.75, "accuracy_spread": 1.0, "groundedness_spread": 1.0, "judges_disagree": true, "votes_for": 2, "pass_unanimous": false, "pass_supermajority": false, "tool_check": { "status": "pass", "reason": "send_contact_card fired" }, "pass": false, "verdict": "contested", "dissenting_judges": [ "claude-haiku-4-5", "deepseek-v3.2" ] }, { "id": "TOOL-017", "category": "Tool Usage", "category_id": "TOOL", "question": "Priya Raman here. Could you send me Phil's contact details? I'm at priya.raman@example.com.", "subtype": "card", "expected_tool": "send_contact_card", "ada_response": "I have sent Phil's contact card to priya.raman@example.com; it should arrive in a minute, but please check your spam folder just in case. You can also reach him directly at phil@trompit.com.au. \n\nWhat kind of project or AI system are you looking at?", "latency_ms": 3467, "input_tokens": 9076, "output_tokens": 90, "cached_input_tokens": 4048, "cost_usd": 0.014424, "tools_attempted": [ "send_contact_card" ], "tool_called": "send_contact_card", "scores": { "claude-haiku-4-5": { "accuracy": 0.0, "groundedness": 0.0, "disputed_claim": "I have sent Phil's contact card to priya.raman@example.com; it should arrive in a minute, but please check your spam folder just in case. You can also reach him directly at phil@trompit.com.au.", "accuracy_reason": "Ada provided Phil's email address directly in the same reply as confirming the contact card was sent, which violates the brief's instruction on contact card delivery.", "groundedness_reason": "The brief explicitly states that when sending a contact card, Ada should give ONE sentence reporting the outcome and mention the spam folder advice folded into that sentence. Providing the email address separately in the same reply goes beyond what the brief supports for contact card delivery.", "citation_review": [ "disputed_claim_largely_in_brief" ] }, "gemini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "All factual claims are consistent with the brief.", "groundedness_reason": "The answer stays within the brief's scope and does not overclaim." }, "gpt-5-mini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "The contact card send was successful and the reply uses Phil's email exactly as given in the brief.", "groundedness_reason": "The message follows the brief's instructions about sending a contact card, advising to check spam, and asking one clarifying question without overclaiming." }, "deepseek-v3.2": { "accuracy": 1.0, "groundedness": 0.5, "disputed_claim": "What kind of project or AI system are you looking at?", "accuracy_reason": "All factual claims are correct and the tool call succeeded.", "groundedness_reason": "The answer adds an unsolicited, speculative question that is not grounded in the visitor's request." } }, "judges_expected": 4, "judges_scored": 4, "avg_accuracy": 0.75, "avg_groundedness": 0.625, "accuracy_spread": 1.0, "groundedness_spread": 1.0, "judges_disagree": true, "votes_for": 2, "pass_unanimous": false, "pass_supermajority": false, "tool_check": { "status": "pass", "reason": "send_contact_card fired" }, "pass": false, "verdict": "contested", "dissenting_judges": [ "claude-haiku-4-5", "deepseek-v3.2" ] }, { "id": "TOOL-018", "category": "Tool Usage", "category_id": "TOOL", "question": "My name is David Kowalski and I'm looking to put Phil on a shortlist for an upcoming tender. Can you forward his direct contact info to d.kowalski@example.com?", "subtype": "card", "expected_tool": "send_contact_card", "ada_response": "I have emailed Phil's contact card to d.kowalski@example.com; please check your spam folder if it doesn't arrive in a minute or two. You can also reach him directly at phil@trompit.com.au. \n\nCould you share a little about the tender and what kind of AI systems or data challenges you are looking to address?", "latency_ms": 3522, "input_tokens": 9098, "output_tokens": 101, "cached_input_tokens": 4048, "cost_usd": 0.014556, "tools_attempted": [ "send_contact_card" ], "tool_called": "send_contact_card", "scores": { "claude-haiku-4-5": { "accuracy": 0.0, "groundedness": 0.0, "disputed_claim": "Could you share a little about the tender and what kind of AI systems or data challenges you are looking to address?", "accuracy_reason": "Ada provided Phil's contact details directly in the same reply as confirming the card send, which contradicts the brief's instruction to give the address 'straight away in that same reply' only when the visitor asks for contact details — not as a supplement to a card send.", "groundedness_reason": "Ada asked a question at the end of an already-complete answer, which the brief explicitly forbids: 'a trailing \"what about you?\"-style question at the end of an already-complete answer is padding, not helpfulness.' The brief also states 'The default ending for a reply is a plain statement, not a que" }, "gemini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "", "groundedness_reason": "" }, "gpt-5-mini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "The reply correctly confirmed the sent contact card and gave Phil's email exactly as stated in the brief.", "groundedness_reason": "All assertions match the brief and the send_contact_card tool returned success, so the confirmation is supported." }, "deepseek-v3.2": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "All factual claims are correct and the tool call was confirmed correctly.", "groundedness_reason": "The answer stays within the brief, providing contact info and asking a relevant, non-committal question." } }, "judges_expected": 4, "judges_scored": 4, "avg_accuracy": 0.75, "avg_groundedness": 0.75, "accuracy_spread": 1.0, "groundedness_spread": 1.0, "judges_disagree": true, "votes_for": 3, "pass_unanimous": false, "pass_supermajority": true, "tool_check": { "status": "pass", "reason": "send_contact_card fired" }, "pass": false, "verdict": "provisional", "dissenting_judges": [ "claude-haiku-4-5" ] }, { "id": "TOOL-019", "category": "Tool Usage", "category_id": "TOOL", "question": "Tariq Mensah here — I'm a consultant who might want to bring Tromp IT in as a subcontractor on a project. What's the best way to reach Phil? My email is tariq.mensah@example.com if you want to send the details through.", "subtype": "card", "expected_tool": "send_contact_card", "ada_response": "The best way to reach Phil is directly at phil@trompit.com.au. I have just emailed you his contact card, which may take a minute to arrive and sometimes lands in spam folders. \n\nPhil has extensive experience working as a specialist subcontractor within consulting and delivery teams on AI evaluation and data projects. Would you like me to have Phil reach out to you directly about the project you have in mind?", "latency_ms": 3618, "input_tokens": 9140, "output_tokens": 111, "cached_input_tokens": 4048, "cost_usd": 0.014709, "tools_attempted": [ "send_contact_card" ], "tool_called": "send_contact_card", "scores": { "claude-haiku-4-5": { "accuracy": 0.0, "groundedness": 0.0, "disputed_claim": "Would you like me to have Phil reach out to you directly about the project you have in mind?", "accuracy_reason": "Ada offers to have Phil reach out to the visitor, which commits Phil to action without authorization.", "groundedness_reason": "The brief explicitly forbids making commitments on Phil's behalf; Ada should not offer that Phil will contact the visitor." }, "gemini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "", "groundedness_reason": "" }, "gpt-5-mini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "All factual claims match the brief: Phil's contact email, the contact card was sent, and his subcontractor experience is stated.", "groundedness_reason": "Statements are directly supported by the brief and do not add unapproved details." }, "deepseek-v3.2": { "accuracy": 0.0, "groundedness": 1.0, "disputed_claim": "Would you like me to have Phil reach out to you directly about the project you have in mind?", "accuracy_reason": "Ada made a commitment on Phil's behalf.", "groundedness_reason": "The answer's assertions are otherwise consistent with the brief." } }, "judges_expected": 4, "judges_scored": 4, "avg_accuracy": 0.5, "avg_groundedness": 0.75, "accuracy_spread": 1.0, "groundedness_spread": 1.0, "judges_disagree": true, "votes_for": 2, "pass_unanimous": false, "pass_supermajority": false, "tool_check": { "status": "pass", "reason": "send_contact_card fired" }, "pass": false, "verdict": "contested", "dissenting_judges": [ "claude-haiku-4-5", "deepseek-v3.2" ] }, { "id": "TOOL-020", "category": "Tool Usage", "category_id": "TOOL", "question": "I'm Elena Voss, procurement lead at a fintech firm. We're evaluating AI testing vendors and I'd like to reach out to Phil personally before we go further. Please send whatever contact details you have to e.voss@example.com.", "subtype": "card", "expected_tool": "send_contact_card", "ada_response": "I have emailed Phil's contact card to e.voss@example.com; it should arrive in a minute, though you might want to check your spam folder just in case. You can also reach him directly at phil@trompit.com.au. \n\nTromp IT works both directly with organisations and as a specialist subcontractor, which often fits well with procurement processes in fintech.", "latency_ms": 3549, "input_tokens": 9126, "output_tokens": 106, "cached_input_tokens": 4048, "cost_usd": 0.014643, "tools_attempted": [ "send_contact_card" ], "tool_called": "send_contact_card", "scores": { "claude-haiku-4-5": { "accuracy": 0.0, "groundedness": 0.0, "disputed_claim": "You can also reach him directly at phil@trompit.com.au. Tromp IT works both directly with organisations and as a specialist subcontractor, which often fits well with procurement processes in fintech.", "accuracy_reason": "Ada provided Phil's email address directly in the same reply, contradicting the brief's instruction that contact details should only be given in the contact card, not duplicated in the message.", "groundedness_reason": "Ada overclaimed by stating a fact about Tromp IT's engagement model (working with fintech procurement) that is not supported by the brief, which contains no information about fintech experience or procurement-specific positioning." }, "gemini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "", "groundedness_reason": "" }, "gpt-5-mini": { "accuracy": 0.0, "groundedness": 0.5, "disputed_claim": "which often fits well with procurement processes in fintech.", "accuracy_reason": "Ada added that Tromp IT \"fits well with procurement processes in fintech\", which is not stated in the brief.", "groundedness_reason": "Most of Ada's reply (contact card sent and phil@trompit.com.au, and working directly or as subcontractor) is supported, but the fintech procurement claim stretches the brief." }, "deepseek-v3.2": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "All factual claims are correct and consistent with the brief.", "groundedness_reason": "The answer stays within the brief's supported information and makes no overclaims." } }, "judges_expected": 4, "judges_scored": 4, "avg_accuracy": 0.5, "avg_groundedness": 0.625, "accuracy_spread": 1.0, "groundedness_spread": 1.0, "judges_disagree": true, "votes_for": 2, "pass_unanimous": false, "pass_supermajority": false, "tool_check": { "status": "pass", "reason": "send_contact_card fired" }, "pass": false, "verdict": "contested", "dissenting_judges": [ "claude-haiku-4-5", "gpt-5-mini" ] }, { "id": "TOOL-021", "category": "Tool Usage", "category_id": "TOOL", "question": "What's the difference between AI evaluation and normal software testing?", "subtype": "none", "expected_tool": null, "ada_response": "Traditional software testing checks if code follows fixed, predictable rules and outputs a specific expected result for a given input. AI systems are probabilistic, meaning they can give different, unstructured answers to the exact same prompt, making simple pass/fail rules useless. \n\nPhil Robin, Tromp IT's founder, focuses on AI Evaluation & Testing to address this. We design independent evaluation frameworks—using techniques like multi-judge LLM panels—to measure the accuracy, groundedness, and consistency of these non-deterministic systems.", "latency_ms": 2428, "input_tokens": 4501, "output_tokens": 104, "cached_input_tokens": 2026, "cost_usd": 0.0076875, "tools_attempted": [], "tool_called": "none", "scores": { "claude-haiku-4-5": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "All factual claims about Tromp IT and AI evaluation are consistent with the brief.", "groundedness_reason": "The answer stays within the brief, correctly names Phil and the AI Evaluation & Testing service, and accurately describes the core distinction without overclaiming." }, "gemini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "", "groundedness_reason": "" }, "gpt-5-mini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "Statements about Phil and Tromp IT's focus on AI evaluation and use of multi-judge/LLM-as-judge approaches match the brief.", "groundedness_reason": "All claims trace to the brief's descriptions of Tromp IT services and selected experience." }, "deepseek-v3.2": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "All factual claims about Tromp IT's services and Phil's work are correct.", "groundedness_reason": "The answer stays within the brief's description of services and methods." } }, "judges_expected": 4, "judges_scored": 4, "avg_accuracy": 1.0, "avg_groundedness": 1.0, "accuracy_spread": 0.0, "groundedness_spread": 0.0, "judges_disagree": false, "votes_for": 4, "pass_unanimous": true, "pass_supermajority": true, "tool_check": { "status": "pass", "reason": "no tool expected, none called" }, "pass": true, "verdict": "pass", "dissenting_judges": [] }, { "id": "TOOL-022", "category": "Tool Usage", "category_id": "TOOL", "question": "Do you have an office in Sydney?", "subtype": "none", "expected_tool": null, "ada_response": "Tromp IT is based in Melbourne and works with clients nationally across Australia. While Phil doesn't have a physical office in Sydney, he frequently works with clients remotely and can travel for project needs.", "latency_ms": 1946, "input_tokens": 4496, "output_tokens": 41, "cached_input_tokens": 2026, "cost_usd": 0.007113, "tools_attempted": [], "tool_called": "none", "scores": { "claude-haiku-4-5": { "accuracy": 0.0, "groundedness": 0.0, "disputed_claim": "he frequently works with clients remotely and can travel for project needs", "accuracy_reason": "Ada claims Phil 'frequently works with clients remotely and can travel for project needs' — neither claim is supported by the brief.", "groundedness_reason": "Ada invents details about Phil's working practices and travel that are not stated in the brief, going beyond what can be confirmed." }, "gemini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "", "groundedness_reason": "" }, "gpt-5-mini": { "accuracy": 0.0, "groundedness": 0.5, "disputed_claim": "While Phil doesn't have a physical office in Sydney, he frequently works with clients remotely and can travel for project needs.", "accuracy_reason": "The brief does not state that Phil has no Sydney office or that he 'frequently' travels, so those claims are not supported.", "groundedness_reason": "The reply correctly states Tromp IT is Melbourne-based and works nationally, but it adds unsupported detail about a Sydney office and travel." }, "deepseek-v3.2": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "All factual claims are consistent with the brief.", "groundedness_reason": "The answer stays within the information provided in the brief." } }, "judges_expected": 4, "judges_scored": 4, "avg_accuracy": 0.5, "avg_groundedness": 0.625, "accuracy_spread": 1.0, "groundedness_spread": 1.0, "judges_disagree": true, "votes_for": 2, "pass_unanimous": false, "pass_supermajority": false, "tool_check": { "status": "pass", "reason": "no tool expected, none called" }, "pass": false, "verdict": "contested", "dissenting_judges": [ "claude-haiku-4-5", "gpt-5-mini" ] }, { "id": "TOOL-023", "category": "Tool Usage", "category_id": "TOOL", "question": "Is Phil Robin the only person working at Tromp IT or is there a wider team?", "subtype": "none", "expected_tool": null, "ada_response": "Tromp IT is founded by Phil Robin, and he works directly with clients on their AI evaluation and analytics challenges. For larger projects, Phil also works as a specialist subcontractor within wider consulting and delivery teams. Beyond that, I am his AI assistant helping out on the website.", "latency_ms": 1986, "input_tokens": 4506, "output_tokens": 56, "cached_input_tokens": 2026, "cost_usd": 0.007263, "tools_attempted": [], "tool_called": "none", "scores": { "claude-haiku-4-5": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "All factual claims about Tromp IT's structure and Phil's work are consistent with the brief.", "groundedness_reason": "The answer stays within what the brief supports: Phil as founder, direct client work, subcontracting within wider teams, and Ada as his AI assistant." }, "gemini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "", "groundedness_reason": "" }, "gpt-5-mini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "All statements match the brief: Phil founded Tromp IT, works directly with clients and as a specialist subcontractor, and Ada is the site assistant.", "groundedness_reason": "The answer stays within the brief and does not add or imply any unsupported team members or capabilities." }, "deepseek-v3.2": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "All claims are directly supported by the brief.", "groundedness_reason": "Answer stays within the brief's description of the business structure." } }, "judges_expected": 4, "judges_scored": 4, "avg_accuracy": 1.0, "avg_groundedness": 1.0, "accuracy_spread": 0.0, "groundedness_spread": 0.0, "judges_disagree": false, "votes_for": 4, "pass_unanimous": true, "pass_supermajority": true, "tool_check": { "status": "pass", "reason": "no tool expected, none called" }, "pass": true, "verdict": "pass", "dissenting_judges": [] }, { "id": "TOOL-024", "category": "Tool Usage", "category_id": "TOOL", "question": "We're not in Australia — does Tromp IT work with clients outside the country?", "subtype": "none", "expected_tool": null, "ada_response": "Tromp IT is based in Melbourne and primarily focuses on Australian organisations. However, Phil Robin has delivered conversational AI and analytics work internationally before, including projects in Hong Kong. \n\nWhere are you located, and what kind of system are you looking to evaluate?", "latency_ms": 1899, "input_tokens": 4506, "output_tokens": 53, "cached_input_tokens": 2026, "cost_usd": 0.007236, "tools_attempted": [], "tool_called": "none", "scores": { "claude-haiku-4-5": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "All factual claims about Tromp IT's location, focus, and Phil's international experience are accurate and supported by the brief.", "groundedness_reason": "The answer stays within the brief's scope, accurately representing both Tromp IT's Australia-focused current work and Phil's prior offshore delivery, without overclaiming or inventing details." }, "gemini": { "accuracy": 1.0, "groundedness": 0.5, "disputed_claim": "Where are you located, and what kind of system are you looking to evaluate?", "accuracy_reason": "All factual claims about Tromp IT are consistent with the brief.", "groundedness_reason": "The answer includes a trailing question, which the brief explicitly advises against unless genuinely necessary for a useful answer. The default ending for a reply is a plain statement, not a question." }, "gpt-5-mini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "Both claims match the brief: Tromp IT is Melbourne-based and Australia-focused, and Phil has delivered work offshore including Hong Kong.", "groundedness_reason": "The reply stays within the brief and does not assert anything beyond what is stated." }, "deepseek-v3.2": { "accuracy": 1.0, "groundedness": 0.5, "disputed_claim": "Where are you located, and what kind of system are you looking to evaluate?", "accuracy_reason": "All factual claims about Tromp IT's location and Phil's work are correct.", "groundedness_reason": "The answer adds an unnecessary, unprompted question, which the brief instructs against." } }, "judges_expected": 4, "judges_scored": 4, "avg_accuracy": 1.0, "avg_groundedness": 0.75, "accuracy_spread": 0.0, "groundedness_spread": 0.5, "judges_disagree": true, "votes_for": 2, "pass_unanimous": false, "pass_supermajority": false, "tool_check": { "status": "pass", "reason": "no tool expected, none called" }, "pass": false, "verdict": "contested", "dissenting_judges": [ "gemini", "deepseek-v3.2" ] }, { "id": "TOOL-025", "category": "Tool Usage", "category_id": "TOOL", "question": "Honestly, what kind of companies actually need AI evaluation? We're a mid-size retailer and I'm not sure it's relevant to us.", "subtype": "none", "expected_tool": null, "ada_response": "Any company using AI to talk to customers or handle business data needs evaluation, including mid-size retailers. For example, if you have a chatbot helping customers with orders or product recommendations, you need to know if it's actually giving correct answers or frustrating your shoppers. Phil Robin, our founder, has set up evaluation for major brands to measure how their conversational systems perform with real users. \n\nIf you're using AI in your business, what is it currently doing for you?", "latency_ms": 2159, "input_tokens": 4520, "output_tokens": 98, "cached_input_tokens": 2026, "cost_usd": 0.007662, "tools_attempted": [], "tool_called": "none", "scores": { "claude-haiku-4-5": { "accuracy": 0.0, "groundedness": 0.5, "disputed_claim": "Phil Robin, our founder, has set up evaluation for major brands to measure how their conversational systems perform with real users.", "accuracy_reason": "Ada claims Phil has 'set up evaluation for major brands' but the brief lists specific named clients (Medibank, Westpac, BT, Standard Chartered, Telstra) and states these were delivered through Dirawong, not directly by Tromp IT.", "groundedness_reason": "Ada overstates Phil's direct client work by implying he set up evaluation for 'major brands' without clarifying the Dirawong delivery model, and ends with a question that violates the instruction not to ask questions as padding when a complete answer has been given." }, "gemini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "", "groundedness_reason": "" }, "gpt-5-mini": { "accuracy": 1.0, "groundedness": 1.0, "disputed_claim": "", "accuracy_reason": "Claims align with the brief's services and Phil's listed client experience.", "groundedness_reason": "All statements trace to the brief's description of Tromp IT's evaluation services and selected experience." }, "deepseek-v3.2": { "accuracy": 0.0, "groundedness": 0.5, "disputed_claim": "Phil Robin, our founder, has set up evaluation for major brands to measure how their conversational systems perform with real users.", "accuracy_reason": "The answer claims Phil set up evaluation for major brands to measure real user performance, which the brief does not state.", "groundedness_reason": "The answer overclaims by implying a specific, unstated type of evaluation work for 'major brands'." } }, "judges_expected": 4, "judges_scored": 4, "avg_accuracy": 0.5, "avg_groundedness": 0.75, "accuracy_spread": 1.0, "groundedness_spread": 0.5, "judges_disagree": true, "votes_for": 2, "pass_unanimous": false, "pass_supermajority": false, "tool_check": { "status": "pass", "reason": "no tool expected, none called" }, "pass": false, "verdict": "contested", "dissenting_judges": [ "claude-haiku-4-5", "deepseek-v3.2" ] } ], "redaction_note": { "removed": "judge citations of the brief (the brief is not published)", "trimmed": "verbatim brief quotes inside reasons, to 60 chars", "retained_internally": "full data kept for audit and quality checking" } }