← Model comparison

How We Work

25 questions, each answered by 7 models and scored by 4 independent judges. Expand a question to read every answer and every score. Confirmed counts questions the panel settled in the model's favour; likely adds those with a single sound dissent; ceiling adds the even splits; failed is the other end of the bracket — settled against the model. Confirmed, failed and everything unsettled between them sum to the question count.

This category at a glance

ModelQuestions Confirmed Likely Ceiling Breadth Failed AccuracyGroundedness
Claude Sonnet 5 25 23 92% 24 96% 25 100% 2 0 0% 99.0% 98.0%
Claude Opus 5 25 19 76% 24 96% 24 96% 5 1 4% 94.0% 95.5%
Claude Sonnet 4.6 25 18 72% 23 92% 24 96% 6 1 4% 93.0% 93.0%
GPT-5.5 25 18 72% 23 92% 24 96% 6 1 4% 92.0% 92.0%
Gemini 3.5 Flash-Lite 25 5 20% 13 52% 20 80% 15 5 20% 76.0% 73.0%
Qwen 3 235B 25 4 16% 6 24% 9 36% 5 16 64% 47.0% 52.5%
Gemini 3.5 Flash 25 2 8% 9 36% 17 68% 15 8 32% 61.0% 63.5%

Questions

Each row shows how every model fared. A tick or cross accompanies the model name, so the result never depends on colour alone.

HOW-001How long does an engagement take?
✗ Gemini 3.5 Flash-Lite✗ Qwen 3 235B• Gemini 3.5 Flash✓ Sonnet 5✗ Sonnet 4.6✓ GPT-5.5✓ Opus 5 3 confirmed · 3 likely of 7
Gemini 3.5 Flash-Lite FAIL · accuracy 50% · groundedness 50% · 1,375ms
Engagements are scoped up front with agreed deliverables, effort and cost once the problem is clear. Phil typically starts by understanding the requirement and defining the test methods before any evaluation begins.

Judge scores

  • claude-haiku-4-5 (acc 0.0, gnd 0.0) — Ada attributes a view to Phil ('Phil typically starts by...') that is not stated in the brief and invents a specific engagement sequencing claim not supported by the source material. Ada overclaims by attributing a personal practice or preference to Phil without brief support, and implies a standard engagement timeline that the brief does not establish.
    rejected: “Phil typically starts by understanding the requirement and defining the test methods before any evaluation begins.”
  • Gemini 2.5 Flash (acc 1.0, gnd 0.5) — The answer attributes a 'typical' starting approach to Phil, which is an opinion not explicitly stated in the brief.
    rejected: “Phil typically starts by understanding the requirement and defining the test methods before any evaluation begins.”
  • GPT-5-mini (acc 1.0, gnd 1.0)
  • deepseek-v3.2 (acc 0.0, gnd 0.5) — The answer attributes a typical action to Phil that the brief does not state. The answer implies a standard process for Phil that the brief does not support.
    rejected: “Phil typically starts by understanding the requirement and defining the test methods before any evaluation begins.”
Qwen 3 235B FAIL · accuracy 50% · groundedness 50% · 2,039ms
Engagement length varies — it depends on the system's complexity and what you need to measure. Phil typically starts by agreeing scope and success criteria before work begins, so timelines are clear up front. Most evaluations follow the four-step process: Understand, Define, Evaluate, Recommend.

Judge scores

  • claude-haiku-4-5 (acc 0.0, gnd 0.0) — Ada attributes a preference or typical practice to Phil that the brief does not support. Ada invents a claim about Phil's approach ('Phil typically starts by...') that is not stated in the brief and violates the instruction not to attribute opinions or preferences to Phil beyond what is written.
    rejected: “Phil typically starts by agreeing scope and success criteria before work begins”
  • Gemini 2.5 Flash (acc 1.0, gnd 0.5) — The brief states that engagements are scoped up front with agreed deliverables, effort and cost, which implies timelines are clear, but Ada's phrasing "Phil typically starts by agreeing scope and success criteria before work begins, so timelines are clear up front" attributes a specific action and o
    rejected: “Phil typically starts by agreeing scope and success criteria before work begins, so timelines are clear up front.”
  • GPT-5-mini (acc 1.0, gnd 1.0)
  • deepseek-v3.2 (acc 0.0, gnd 0.5) — The answer attributes a typical action to Phil that the brief does not state. The answer overclaims by implying a standard practice not supported by the brief.
    rejected: “Phil typically starts by agreeing scope and success criteria before work begins”
Gemini 3.5 Flash FAIL · accuracy 50% · groundedness 62% · 2,108ms
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. Phil 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?

Judge scores

  • claude-haiku-4-5 (acc 0.0, gnd 0.0) — Ada commits to providing a timeline estimate on Phil's behalf, which the brief explicitly forbids. 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.
    rejected: “Phil can give you a clear estimate once he understands your specific system and goals.”
  • Gemini 2.5 Flash (acc 1.0, gnd 1.0)
  • GPT-5-mini (acc 1.0, gnd 1.0)
  • deepseek-v3.2 (acc 0.0, gnd 0.5) — The answer provides a specific timeframe not supported by the brief. The answer overclaims by providing a specific, unsupported estimate.
    rejected: “A targeted AI evaluation might take a few weeks”
Claude Sonnet 5 PASS · accuracy 100% · groundedness 100% · 3,262ms
Timing depends entirely on scope — a bespoke evaluation of a single chatbot is a very different job from ongoing platform-based testing at scale. Tromp IT scopes each engagement up front, agreeing deliverables, effort and cost before work starts, so you'd know the timeline before committing to anything. If you tell me a bit about what you're needing evaluated, I can point you toward which of Phil's services fits, but the actual duration is something he'd need to scope with you directly.

Judge scores

  • claude-haiku-4-5 (acc 1.0, gnd 1.0)
  • Gemini 2.5 Flash (acc 1.0, gnd 1.0)
  • GPT-5-mini (acc 1.0, gnd 1.0)
  • deepseek-v3.2 (acc 1.0, gnd 1.0)
Claude Sonnet 4.6 FAIL · accuracy 50% · groundedness 50% · 3,480ms
Timelines depend on the scope — a focused evaluation of a single chatbot can wrap up in a few weeks, while something broader involving multiple systems or ongoing testing will naturally take longer. Phil scopes each engagement individually, with agreed deliverables and effort defined upfront before work begins. If you have a specific system or situation in mind, that would help give you a more useful sense of what's involved.

Judge scores

  • claude-haiku-4-5 (acc 0.0, gnd 0.0) — Ada claims engagements can wrap up in 'a few weeks' but the brief contains no timeframe information whatsoever. Ada invents a specific duration ('a few weeks') that is not supported by the brief, and commits implicitly to a timeline on Phil's behalf, which the brief forbids.
    rejected: “a focused evaluation of a single chatbot can wrap up in a few weeks”
  • Gemini 2.5 Flash (acc 1.0, gnd 1.0)
  • GPT-5-mini (acc 1.0, gnd 0.5) — The reply gives a specific 'few weeks' timeline for a focused evaluation, which the brief does not state.
    rejected: “a focused evaluation of a single chatbot can wrap up in a few weeks”
  • deepseek-v3.2 (acc 0.0, gnd 0.5) — The brief does not state any specific engagement timeframes. The answer implies a specific timeframe not supported by the brief.
    rejected: “a focused evaluation of a single chatbot can wrap up in a few weeks”
GPT-5.5 PASS · accuracy 100% · groundedness 100% · 2,386ms
It depends on the system, the evidence needed, and how ready the test data is. Phil scopes engagements up front, with agreed deliverables, effort and cost before work begins. For AI Evaluation & Testing, the first step is usually to understand what decision the evaluation needs to support.

Judge scores

  • claude-haiku-4-5 (acc 1.0, gnd 1.0)
  • Gemini 2.5 Flash (acc 1.0, gnd 1.0)
  • GPT-5-mini (acc 1.0, gnd 1.0)
  • deepseek-v3.2 (acc 1.0, gnd 1.0)
Claude Opus 5 PASS · accuracy 100% · groundedness 100% · 2,813ms
That depends entirely on scope — a focused evaluation of a single chatbot is a very different shape of work to an ongoing testing setup. What I can tell you is that Tromp IT scopes engagements up front, with agreed deliverables, effort and cost before work starts, so you'd know the timeframe before committing. Phil is the one to give you a real estimate once he understands what you're working with — he's at phil@trompit.com.au.

Judge scores

  • claude-haiku-4-5 (acc 1.0, gnd 1.0)
  • Gemini 2.5 Flash (acc 1.0, gnd 1.0)
  • GPT-5-mini (acc 1.0, gnd 1.0)
  • deepseek-v3.2 (acc 1.0, gnd 1.0)
HOW-002What do I get at the end?
• Gemini 3.5 Flash-Lite✗ Qwen 3 235B✓ Gemini 3.5 Flash✓ Sonnet 5✓ Sonnet 4.6✓ GPT-5.5✓ Opus 5 5 confirmed · 5 likely of 7
Gemini 3.5 Flash-Lite FAIL · accuracy 100% · groundedness 75% · 1,300ms
Engagements follow four steps, starting with understanding your problem and defining deliverables before any testing begins. When Phil evaluates a system, you receive evidence, findings and prioritised recommendations rather than just a score. Would you like to share what kind of system you are working with?

Judge scores

  • claude-haiku-4-5 (acc 1.0, gnd 0.5) — The answer correctly describes the four-step process and final deliverables, but ends with a question that the brief explicitly discourages: asking 'what kind of system' after already providing a complete answer is the exact pattern the brief warns against ('a trailing "what about you?"-style questi
    rejected: “Would you like to share what kind of system you are working with?”
  • Gemini 2.5 Flash (acc 1.0, gnd 0.5) — The answer includes a trailing question, which the brief explicitly advises against unless genuinely necessary.
    rejected: “Would you like to share what kind of system you are working with?”
  • GPT-5-mini (acc 1.0, gnd 1.0)
  • deepseek-v3.2 (acc 1.0, gnd 1.0)
Qwen 3 235B FAIL · accuracy 25% · groundedness 38% · 4,293ms
You receive a clear report with evidence, findings and prioritised recommendations — not just scores, but an explanation of how they were produced. Phil typically delivers this after following the four-step process: Understand, Define, Evaluate, Recommend.

Judge scores

  • claude-haiku-4-5 (acc 0.0, gnd 0.0) — Ada attributes a view to Phil ('Phil typically delivers') that the brief does not support. Ada invents a claim about Phil's typical practice that contradicts the brief's explicit instruction not to attribute opinions or preferences to him beyond what is written.
    rejected: “Phil typically delivers this after following the four-step process”
  • Gemini 2.5 Flash (acc 0.0, gnd 0.0) — The answer attributes a preference to Phil that is not stated in the brief. The answer invents a preference for Phil that is not supported by the brief.
    rejected: “Phil typically delivers this after following the four-step process”
  • GPT-5-mini (acc 1.0, gnd 1.0)
  • deepseek-v3.2 (acc 0.0, gnd 0.5) — The brief does not state that Phil typically delivers the report. The answer attributes a typical action to Phil, which the brief forbids.
    rejected: “Phil typically delivers this after following the four-step process”
Gemini 3.5 Flash PASS · accuracy 100% · groundedness 100% · 1,934ms
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.

Judge scores

  • claude-haiku-4-5 (acc 1.0, gnd 1.0)
  • Gemini 2.5 Flash (acc 1.0, gnd 1.0)
  • GPT-5-mini (acc 1.0, gnd 1.0)
  • deepseek-v3.2 (acc 1.0, gnd 1.0)
Claude Sonnet 5 PASS · accuracy 100% · groundedness 100% · 3,871ms
It depends on the engagement, but broadly: evidence, not just a score. That means a defined test set and method, results with failure analysis, and prioritised recommendations tied back to what "working" actually means for your system — that's the Recommend step at the end of the Understand, Define, Evaluate, Recommend process. For the published Ada comparison, for example, the output covers accuracy, groundedness, latency and cost, and it explicitly flags where the judge panel disagreed rather than smoothing that over.

Judge scores

  • claude-haiku-4-5 (acc 1.0, gnd 1.0)
  • Gemini 2.5 Flash (acc 1.0, gnd 1.0)
  • GPT-5-mini (acc 1.0, gnd 1.0)
  • deepseek-v3.2 (acc 1.0, gnd 1.0)
Claude Sonnet 4.6 PASS · accuracy 100% · groundedness 100% · 3,536ms
At the end of a Tromp IT engagement you get evidence, findings and prioritised recommendations — not just a score, but an explanation of how it was produced and where the system failed. The deliverables are agreed up front, so there are no surprises about what you're getting. Is there a specific system or problem you're trying to get a handle on?

Judge scores

  • claude-haiku-4-5 (acc 1.0, gnd 1.0)
  • Gemini 2.5 Flash (acc 1.0, gnd 1.0)
  • GPT-5-mini (acc 1.0, gnd 1.0)
  • deepseek-v3.2 (acc 1.0, gnd 1.0)
GPT-5.5 PASS · accuracy 100% · groundedness 100% · 2,379ms
You get evidence, not just a score. For an AI Evaluation & Testing engagement, Phil would define the test approach up front, run the evaluation, analyse failures, and deliver findings with prioritised recommendations. The exact deliverables are agreed before work begins, so the output matches the decision you need to make.

Judge scores

  • claude-haiku-4-5 (acc 1.0, gnd 1.0)
  • Gemini 2.5 Flash (acc 1.0, gnd 1.0)
  • GPT-5-mini (acc 1.0, gnd 1.0)
  • deepseek-v3.2 (acc 1.0, gnd 1.0)
Claude Opus 5 PASS · accuracy 100% · groundedness 100% · 3,168ms
Deliverables are agreed up front, before any testing starts — that's the Define step, where scope, success criteria, test data and methods get settled. At the end you get the evidence itself, the failure analysis, and prioritised recommendations about what to fix and in what order. Phil's principle is that a score isn't evidence unless you can explain how it was produced, so the findings come with the method that produced them. The exact shape depends on the engagement, so it's worth talking to Phil about what would be most useful for your situation.

Judge scores

  • claude-haiku-4-5 (acc 1.0, gnd 1.0)
  • Gemini 2.5 Flash (acc 1.0, gnd 1.0)
  • GPT-5-mini (acc 1.0, gnd 1.0)
  • deepseek-v3.2 (acc 1.0, gnd 1.0)
HOW-003Do you work under NDA?
✗ Gemini 3.5 Flash-Lite✗ Qwen 3 235B✗ Gemini 3.5 Flash• Sonnet 5✓ Sonnet 4.6✓ GPT-5.5✓ Opus 5 3 confirmed · 3 likely of 7
Gemini 3.5 Flash-Lite FAIL · accuracy 0% · groundedness 25% · 1,234ms
Yes, Phil works under NDA regularly for client evaluations. When client systems, proprietary data or sensitive architectures are involved, proper confidentiality agreements are standard practice.

Judge scores

  • claude-haiku-4-5 (acc 0.0, gnd 0.0) — Ada claims Phil 'works under NDA regularly for client evaluations,' but the brief contains no statement that Phil or Tromp IT work under NDA or that this is standard practice. Ada invents a substantive commitment about NDA practices that is not supported by the brief. The brief does not address whether Tromp IT operates under NDAs, making this a fabricated detail.
    rejected: “Phil works under NDA regularly for client evaluations. When client systems, proprietary data or sensitive architectures are involved, proper confidentiality agreements are standard practice.”
  • Gemini 2.5 Flash (acc 0.0, gnd 0.0) — The brief does not state that Phil works under NDA regularly or that confidentiality agreements are standard practice for Tromp IT. It does not mention NDAs at all. The answer invents information about Phil working under NDA and confidentiality agreements, which is not supported by the brief.
    rejected: “Yes, Phil works under NDA regularly for client evaluations. When client systems, proprietary data or sensitive architectures are involved, proper confidentiality agreements are standard practice.”
  • GPT-5-mini (acc 0.0, gnd 0.5) — The brief does not explicitly state that Phil regularly works under NDAs, so the affirmative claim is not directly supported. The brief describes strong confidentiality practices and designing around sensitive data, but it does not state NDAs are used regularly, so the answer slightly overstates what is written.
    rejected: “Yes, Phil works under NDA regularly for client evaluations.”
  • deepseek-v3.2 (acc 0.0, gnd 0.5) — The brief does not state that Phil works under NDA regularly. The answer implies a standard practice not explicitly supported by the brief.
    rejected: “Phil works under NDA regularly for client evaluations.”
Qwen 3 235B FAIL · accuracy 50% · groundedness 50% · 2,367ms
Yes, Tromp IT works under NDA when required. Phil has experience with sensitive environments and can accommodate confidentiality agreements as needed.

Judge scores

  • claude-haiku-4-5 (acc 0.0, gnd 0.0) — Ada asserts that Tromp IT 'works under NDA when required,' but the brief contains no statement about NDA practices or policy. Ada invents a substantive commitment about NDA capability that is not stated anywhere in the brief, fabricating detail to answer a question the brief does not address.
    rejected: “Yes, Tromp IT works under NDA when required. Phil has experience with sensitive environments and can accommodate confidentiality agreements as needed.”
  • Gemini 2.5 Flash (acc 1.0, gnd 0.5) — The brief mentions designing evaluation to operate within client security and infrastructure controls for sensitive environments, but it doesn't explicitly state that Tromp IT works under NDA or that Phil has experience with confidentiality agreements. This is a slight overclaim.
    rejected: “Yes, Tromp IT works under NDA when required. Phil has experience with sensitive environments and can accommodate confidentiality agreements as needed.”
  • GPT-5-mini (acc 1.0, gnd 1.0)
  • deepseek-v3.2 (acc 0.0, gnd 0.5) — The brief does not state that Tromp IT works under NDA. The answer implies a specific capability not explicitly supported by the brief.
    rejected: “Yes, Tromp IT works under NDA when required.”
Gemini 3.5 Flash FAIL · accuracy 25% · groundedness 38% · 1,941ms
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. If you have a specific agreement you would like him to review, you can email it directly to phil@trompit.com.au.

Judge scores

  • claude-haiku-4-5 (acc 0.0, gnd 0.0) — Ada claims Phil 'regularly works under Non-Disclosure Agreements' — a factual assertion about his practice that is not stated in the brief. 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.
    rejected: “Phil regularly works under Non-Disclosure Agreements to protect sensitive client data and intellectual property.”
  • Gemini 2.5 Flash (acc 1.0, gnd 0.5) — 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
    rejected: “Yes, Phil regularly works under Non-Disclosure Agreements to protect sensitive client data and intellectual property.”
  • GPT-5-mini (acc 0.0, gnd 0.5) — The brief does not state that Phil 'regularly works under Non-Disclosure Agreements'; that claim is not in the brief. 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.
    rejected: “Phil regularly works under Non-Disclosure Agreements to protect sensitive client data and intellectual property.”
  • deepseek-v3.2 (acc 0.0, gnd 0.5) — The brief does not state that Phil 'regularly' works under NDAs. The answer overclaims by stating a frequency not supported by the brief.
    rejected: “Phil regularly works under Non-Disclosure Agreements”
Claude Sonnet 5 FAIL · accuracy 75% · groundedness 62% · 3,291ms
Yes — confidentiality can be agreed as part of scoping an engagement, and Tromp IT already minimises access to sensitive data by preferring synthetic, anonymised or representative test data wherever practical. If you have a specific NDA or data-handling requirement, that's a good thing to raise directly with Phil (phil@trompit.com.au) so it's agreed before any work begins, as part of the Define step. Is there a particular sensitivity driving the question — data residency, client confidentiality, something else?

Judge scores

  • claude-haiku-4-5 (acc 0.0, gnd 0.0) — Ada claims confidentiality can be agreed as part of scoping, but the brief does not state that Tromp IT works under NDA or that confidentiality agreements are part of standard engagement scoping. Ada invents a capability (NDA agreements) not mentioned in the brief and makes a commitment on Tromp IT's behalf by affirming it can be done, which the brief forbids.
    rejected: “confidentiality can be agreed as part of scoping an engagement”
  • Gemini 2.5 Flash (acc 1.0, gnd 0.5) — The brief mentions minimising access to sensitive data and designing evaluation around data constraints, but it does not explicitly state that Tromp IT works under NDA or that confidentiality can be agreed as part of scoping an engagement. While implied, it's not directly stated.
    rejected: “Yes — confidentiality can be agreed as part of scoping an engagement”
  • GPT-5-mini (acc 1.0, gnd 1.0)
  • deepseek-v3.2 (acc 1.0, gnd 1.0)
Claude Sonnet 4.6 PASS · accuracy 100% · groundedness 100% · 3,060ms
That's something to work out directly with Phil — it's not a commitment I can make on Tromp IT's behalf. You can reach him at phil@trompit.com.au. If it's useful, I'm happy to take your details so he can follow up with you directly.

Judge scores

  • claude-haiku-4-5 (acc 1.0, gnd 1.0)
  • Gemini 2.5 Flash (acc 1.0, gnd 1.0)
  • GPT-5-mini (acc 1.0, gnd 1.0)
  • deepseek-v3.2 (acc 1.0, gnd 1.0)
GPT-5.5 PASS · accuracy 100% · groundedness 100% · 2,525ms
Yes, Tromp IT can discuss confidential work under appropriate commercial arrangements, but I can’t confirm legal terms or commit to an NDA in chat. Phil Robin handles that directly, and he’s the right person to ask about the specific form and scope. You can reach him at phil@trompit.com.au.

Judge scores

  • claude-haiku-4-5 (acc 1.0, gnd 1.0)
  • Gemini 2.5 Flash (acc 1.0, gnd 1.0)
  • GPT-5-mini (acc 1.0, gnd 1.0)
  • deepseek-v3.2 (acc 1.0, gnd 1.0)
Claude Opus 5 PASS · accuracy 100% · groundedness 100% · 2,707ms
That's not something I can confirm from what I have here — commercial terms like NDAs are Phil's to answer directly. You can reach him at phil@trompit.com.au, and he's straightforward about how engagements are set up. What I can say is that Tromp IT is deliberately careful with client data, preferring synthetic or anonymised test data wherever practical.

Judge scores

  • claude-haiku-4-5 (acc 1.0, gnd 1.0)
  • Gemini 2.5 Flash (acc 1.0, gnd 1.0)
  • GPT-5-mini (acc 1.0, gnd 1.0)
  • deepseek-v3.2 (acc 1.0, gnd 1.0)
HOW-004Can you work as a subcontractor?
• Gemini 3.5 Flash-Lite• Qwen 3 235B• Gemini 3.5 Flash✓ Sonnet 5✓ Sonnet 4.6✓ GPT-5.5✓ Opus 5 4 confirmed · 5 likely of 7
Gemini 3.5 Flash-Lite FAIL · accuracy 100% · groundedness 88% · 1,343ms
Yes, Phil works both directly with organisations and as a specialist subcontractor within consulting and delivery teams. That means he can plug into your existing project structure right where you need him. Is there a specific evaluation or analytics piece of work you're looking to bring someone in for?

Judge scores

  • claude-haiku-4-5 (acc 1.0, gnd 0.5) — Ada adds a closing question that is not necessary to answer the visitor's question and violates the instruction to avoid trailing questions when an answer is already complete.
    rejected: “Is there a specific evaluation or analytics piece of work you're looking to bring someone in for?”
  • Gemini 2.5 Flash (acc 1.0, gnd 1.0)
  • GPT-5-mini (acc 1.0, gnd 1.0)
  • deepseek-v3.2 (acc 1.0, gnd 1.0)
Qwen 3 235B FAIL · accuracy 50% · groundedness 62% · 3,672ms
Yes, Tromp IT often works as a specialist subcontractor within consulting and delivery teams. Phil has done this before, including engagements through Araza and Dirawong, where he provided analytics and AI evaluation expertise as part of a larger delivery. The work is always scoped clearly, with defined deliverables and collaboration methods up front.

Judge scores

  • claude-haiku-4-5 (acc 0.0, gnd 0.0) — Ada claims Tromp IT has worked through Araza and Dirawong as subcontractors, but the brief states only that the Selected experience engagements were delivered through Dirawong, and that one cloud optimisation project was delivered within Araza's delivery team — not that Tromp IT itself works as a su Ada overstates the subcontracting relationship by naming Araza and Dirawong as examples of Tromp IT working as a subcontractor, when the brief only confirms subcontracting work exists and describes specific projects delivered through or within those teams, without establishing an ongoing subcontract
    rejected: “Phil has done this before, including engagements through Araza and Dirawong, where he provided analytics and AI evaluation expertise as part of a larger delivery.”
  • Gemini 2.5 Flash (acc 1.0, gnd 1.0)
  • GPT-5-mini (acc 1.0, gnd 1.0)
  • deepseek-v3.2 (acc 0.0, gnd 0.5) — The answer incorrectly states that Phil worked as a subcontractor through Araza and Dirawong. The answer overclaims by implying a broader subcontracting track record than the brief supports.
    rejected: “including engagements through Araza and Dirawong, where he provided analytics and AI evaluation expertise as part of a larger delivery.”
Gemini 3.5 Flash FAIL · accuracy 75% · groundedness 75% · 1,766ms
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.

Judge scores

  • claude-haiku-4-5 (acc 1.0, gnd 1.0)
  • Gemini 2.5 Flash (acc 1.0, gnd 1.0)
  • GPT-5-mini (acc 1.0, gnd 0.5) — It mildly overstates frequency by saying Phil 'often' works this way, which the brief does not specify.
    rejected: “Phil Robin often works this way to bring independent AI evaluation and analytics expertise to existing projects.”
  • deepseek-v3.2 (acc 0.0, gnd 0.5) — The answer incorrectly states Phil Robin 'often' works as a subcontractor. The answer overclaims by implying a frequency of work not stated in the brief.
    rejected: “Phil Robin often works this way”
Claude Sonnet 5 PASS · accuracy 100% · groundedness 100% · 3,684ms
Yes — Tromp IT works both directly with organisations and as a specialist subcontractor within consulting and delivery teams. That's actually the model behind most of the Selected experience on the site, like the cloud optimisation work delivered through Araza's delivery team and the evaluation work delivered through Dirawong. If you've got a delivery team looking for AI evaluation or analytics expertise, that's a very normal fit — worth flagging to Phil directly at phil@trompit.com.au to talk specifics.

Judge scores

  • claude-haiku-4-5 (acc 1.0, gnd 1.0)
  • Gemini 2.5 Flash (acc 1.0, gnd 1.0)
  • GPT-5-mini (acc 1.0, gnd 1.0)
  • deepseek-v3.2 (acc 1.0, gnd 1.0)
Claude Sonnet 4.6 PASS · accuracy 100% · groundedness 100% · 3,668ms
Yes — Tromp IT works both directly with organisations and as a specialist advisor within consulting and delivery teams. Phil has done this across several engagements, including analytics work within Araza's delivery team on an enterprise AWS cost optimisation project. If your team has a project that needs independent AI evaluation or analytics expertise, that's a natural fit.

Judge scores

  • claude-haiku-4-5 (acc 1.0, gnd 1.0)
  • Gemini 2.5 Flash (acc 1.0, gnd 1.0)
  • GPT-5-mini (acc 1.0, gnd 1.0)
  • deepseek-v3.2 (acc 1.0, gnd 1.0)
GPT-5.5 PASS · accuracy 100% · groundedness 100% · 2,019ms
Yes. Tromp IT works directly with organisations and also as a specialist subcontractor within consulting and delivery teams. Phil Robin brings deep AI evaluation, conversational AI and analytics experience, so that can fit well where a prime team needs independent testing, failure analysis or analytics depth without selling a platform.

Judge scores

  • claude-haiku-4-5 (acc 1.0, gnd 1.0)
  • Gemini 2.5 Flash (acc 1.0, gnd 1.0)
  • GPT-5-mini (acc 1.0, gnd 1.0)
  • deepseek-v3.2 (acc 1.0, gnd 1.0)
Claude Opus 5 PASS · accuracy 100% · groundedness 100% · 2,120ms
Yes — that's one of the two ways Tromp IT engages. Phil works directly with organisations and as a specialist subcontractor inside consulting and delivery teams. The AWS cost optimisation work, for example, was done within Araza's delivery team, and the engagements listed under Selected experience were delivered through Dirawong.

Judge scores

  • claude-haiku-4-5 (acc 1.0, gnd 1.0)
  • Gemini 2.5 Flash (acc 1.0, gnd 1.0)
  • GPT-5-mini (acc 1.0, gnd 1.0)
  • deepseek-v3.2 (acc 1.0, gnd 1.0)
HOW-005How is cost determined?
✗ Gemini 3.5 Flash-Lite✗ Qwen 3 235B• Gemini 3.5 Flash✓ Sonnet 5✓ Sonnet 4.6✓ GPT-5.5✓ Opus 5 4 confirmed · 5 likely of 7
Gemini 3.5 Flash-Lite FAIL · accuracy 50% · groundedness 50% · 1,448ms
Engagements are scoped up front with agreed deliverables, effort and cost so you know exactly what to expect before work begins. Phil bases the pricing on the specific needs of your project, whether that is a bespoke AI evaluation or ongoing platform setup. Would you like to share a bit about what you are working on so Phil can give you an accurate idea?

Judge scores

  • claude-haiku-4-5 (acc 0.0, gnd 0.0) — Ada invents pricing information and makes commitments on Phil's behalf that the brief explicitly forbids. Ada quotes pricing, guarantees outcomes, and commits to providing accurate pricing estimates—all prohibited by the brief.
    rejected: “Phil bases the pricing on the specific needs of your project, whether that is a bespoke AI evaluation or ongoing platform setup. Would you like to share a bit about what you are working on so Phil can give you an accurate idea?”
  • Gemini 2.5 Flash (acc 1.0, gnd 0.5) — The answer implies Phil can give an 'accurate idea' of pricing if the visitor shares details, which stretches the brief's instruction not to quote or estimate pricing.
    rejected: “Would you like to share a bit about what you are working on so Phil can give you an accurate idea?”
  • GPT-5-mini (acc 1.0, gnd 1.0)
  • deepseek-v3.2 (acc 0.0, gnd 0.5) — The answer claims Phil bases pricing on project needs, which the brief does not state. The answer overclaims by describing a pricing methodology not detailed in the brief.
    rejected: “Phil bases the pricing on the specific needs of your project”
Qwen 3 235B FAIL · accuracy 25% · groundedness 38% · 3,793ms
Cost is determined by factors like model type, usage volume, latency requirements, and infrastructure — Phil typically measures this through real-world usage patterns and API billing data. For AI systems, we break down cost per thousand conversations or queries, which includes input/output tokens and any tool calls. He’s done this for AWS-based environments and multi-vendor chatbot deployments, including a published cost analysis using Ada, the assistant you’re talking to.

Judge scores

  • claude-haiku-4-5 (acc 0.0, gnd 0.0) — Ada attributes opinions and preferences to Phil that the brief does not support, and invents a service detail not stated in the brief. Ada fabricates Phil's typical approach to cost measurement and invents a published cost analysis that does not exist in the brief.
    rejected: “Phil typically measures this through real-world usage patterns and API billing data”
  • Gemini 2.5 Flash (acc 0.0, gnd 0.0) — The answer attributes a preference for how Phil measures cost to him, which is not stated in the brief. The brief explicitly states not to attribute opinions, recommendations, or preferences to Phil beyond the positioning statement.
    rejected: “Phil typically measures this through real-world usage patterns and API billing data.”
  • GPT-5-mini (acc 1.0, gnd 1.0)
  • deepseek-v3.2 (acc 0.0, gnd 0.5) — The answer attributes a typical recommendation to Phil that the brief does not support. The answer overclaims by implying a standard methodology for cost determination that the brief does not describe.
    rejected: “Phil typically measures this through real-world usage patterns and API billing data.”
Gemini 3.5 Flash FAIL · accuracy 75% · groundedness 75% · 1,876ms
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. If you have a project in mind, I can gather some details or have Phil reach out to discuss pricing for your situation.

Judge scores

  • claude-haiku-4-5 (acc 0.0, gnd 0.0) — Ada claims to quote or estimate pricing, which the brief explicitly forbids. 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.
    rejected: “If you have a project in mind, I can gather some details or have Phil reach out to discuss pricing for your situation.”
  • Gemini 2.5 Flash (acc 1.0, gnd 1.0)
  • GPT-5-mini (acc 1.0, gnd 1.0)
  • deepseek-v3.2 (acc 1.0, gnd 1.0)
Claude Sonnet 5 PASS · accuracy 100% · groundedness 100% · 3,840ms
Engagements are scoped individually rather than priced off a rate card, so I can't quote or estimate cost here. What I can tell you is how scoping works: Phil defines the effort, deliverables and cost upfront as part of the "Define" step, before any evaluation work starts, so you'd know what you're committing to before it begins. If you want an actual figure, the best move is to describe the system or problem to Phil directly at phil@trompit.com.au.

Judge scores

  • claude-haiku-4-5 (acc 1.0, gnd 1.0)
  • Gemini 2.5 Flash (acc 1.0, gnd 1.0)
  • GPT-5-mini (acc 1.0, gnd 1.0)
  • deepseek-v3.2 (acc 1.0, gnd 1.0)
Claude Sonnet 4.6 PASS · accuracy 100% · groundedness 100% · 3,152ms
Engagements are scoped individually — Phil works out the effort, deliverables and cost up front before anything begins, so there are no open-ended commitments. I can't quote figures here, but if you'd like to talk through what you're looking at, Phil is the right person to speak with at phil@trompit.com.au.

Judge scores

  • claude-haiku-4-5 (acc 1.0, gnd 1.0)
  • Gemini 2.5 Flash (acc 1.0, gnd 1.0)
  • GPT-5-mini (acc 1.0, gnd 1.0)
  • deepseek-v3.2 (acc 1.0, gnd 1.0)
GPT-5.5 PASS · accuracy 100% · groundedness 100% · 2,974ms
Cost is scoped case by case, based on the system being evaluated, the evidence needed, the test design, and the agreed deliverables. Phil would normally define the work up front so effort, outputs and cost are clear before anything starts. Tromp IT does not publish fixed rates or package pricing, because the work can range from a focused evaluation to a broader testing framework.

Judge scores

  • claude-haiku-4-5 (acc 1.0, gnd 1.0)
  • Gemini 2.5 Flash (acc 1.0, gnd 1.0)
  • GPT-5-mini (acc 1.0, gnd 1.0)
  • deepseek-v3.2 (acc 1.0, gnd 1.0)
Claude Opus 5 PASS · accuracy 100% · groundedness 100% · 2,460ms
Engagements are scoped up front, with agreed deliverables, effort and cost before work starts — that's the Define step in how Phil works. I can't quote figures or give you a range, since every engagement is priced on its own scope. Phil's the one to ask: phil@trompit.com.au.

Judge scores

  • claude-haiku-4-5 (acc 1.0, gnd 1.0)
  • Gemini 2.5 Flash (acc 1.0, gnd 1.0)
  • GPT-5-mini (acc 1.0, gnd 1.0)
  • deepseek-v3.2 (acc 1.0, gnd 1.0)
HOW-006Is there a minimum project size or scope you'll take on, or do you work with smaller one-off requests too?
✓ Gemini 3.5 Flash-Lite✓ Qwen 3 235B✓ Gemini 3.5 Flash✓ Sonnet 5✓ Sonnet 4.6✓ GPT-5.5✓ Opus 5 7 confirmed · 7 likely of 7
Gemini 3.5 Flash-Lite PASS · accuracy 100% · groundedness 100% · 1,283ms
Engagement size is not a barrier at all, and Phil works with both large corporations and smaller companies on targeted, one-off scopes. Every project is scoped up front with agreed deliverables, effort and cost. If you have something specific in mind, tell me a bit about what you're looking at.

Judge scores

  • claude-haiku-4-5 (acc 1.0, gnd 1.0)
  • Gemini 2.5 Flash (acc 1.0, gnd 1.0)
  • GPT-5-mini (acc 1.0, gnd 1.0)
  • deepseek-v3.2 (acc 1.0, gnd 1.0)
Qwen 3 235B PASS · accuracy 100% · groundedness 100% · 2,114ms
Tromp IT works with both large and small organisations, and project size isn't a barrier. Phil has taken on focused, one-off evaluations as well as larger, ongoing engagements. The work is scoped to deliver clear value, regardless of scale.

Judge scores

  • claude-haiku-4-5 (acc 1.0, gnd 1.0)
  • Gemini 2.5 Flash (acc 1.0, gnd 1.0)
  • GPT-5-mini (acc 1.0, gnd 1.0)
  • deepseek-v3.2 (acc 1.0, gnd 1.0)
Gemini 3.5 Flash PASS · accuracy 100% · groundedness 100% · 1,940ms
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. If you have a specific system or data problem in mind, he would be happy to discuss how Tromp IT can help.

Judge scores

  • claude-haiku-4-5 (acc 1.0, gnd 1.0)
  • Gemini 2.5 Flash (acc 1.0, gnd 1.0)
  • GPT-5-mini (acc 1.0, gnd 1.0)
  • deepseek-v3.2 (acc 1.0, gnd 1.0)
Claude Sonnet 5 PASS · accuracy 100% · groundedness 100% · 2,332ms
No minimum — Phil's worked with both large corporations and small companies, and engagement size isn't a barrier either way. Every engagement is scoped individually to the problem at hand, whether that's a single chatbot evaluation or something broader like ongoing usage and cost analysis. If you've got a specific system or question in mind, happy to talk through whether it fits.

Judge scores

  • claude-haiku-4-5 (acc 1.0, gnd 1.0)
  • Gemini 2.5 Flash (acc 1.0, gnd 1.0)
  • GPT-5-mini (acc 1.0, gnd 1.0)
  • deepseek-v3.2 (acc 1.0, gnd 1.0)
Claude Sonnet 4.6 PASS · accuracy 100% · groundedness 100% · 3,225ms
There's no minimum — Phil has worked with both large organisations and small companies, and engagement size isn't a barrier either way. Scope is agreed up front with clear deliverables, so a focused one-off piece of work is just as viable as a longer engagement. If you have something specific in mind, I'm happy to help work out whether it's a good fit.

Judge scores

  • claude-haiku-4-5 (acc 1.0, gnd 1.0)
  • Gemini 2.5 Flash (acc 1.0, gnd 1.0)
  • GPT-5-mini (acc 1.0, gnd 1.0)
  • deepseek-v3.2 (acc 1.0, gnd 1.0)
GPT-5.5 PASS · accuracy 100% · groundedness 100% · 1,710ms
Tromp IT works with both large organisations and smaller companies, and engagement size is not a barrier either way. Phil scopes work up front around the evidence needed, deliverables, effort and cost, so a one-off evaluation or focused analysis can be perfectly valid if the question is clear.

Judge scores

  • claude-haiku-4-5 (acc 1.0, gnd 1.0)
  • Gemini 2.5 Flash (acc 1.0, gnd 1.0)
  • GPT-5-mini (acc 1.0, gnd 1.0)
  • deepseek-v3.2 (acc 1.0, gnd 1.0)
Claude Opus 5 PASS · accuracy 100% · groundedness 100% · 2,254ms
No minimum. Phil has worked with both large corporations and small companies, and engagement size isn't a barrier in either direction — a one-off evaluation of a single system is a perfectly normal piece of work. Every engagement gets scoped up front, with agreed deliverables, effort and cost before anything starts, so a small piece stays a small piece. If you have something specific in mind, I'm happy to talk through whether it fits.

Judge scores

  • claude-haiku-4-5 (acc 1.0, gnd 1.0)
  • Gemini 2.5 Flash (acc 1.0, gnd 1.0)
  • GPT-5-mini (acc 1.0, gnd 1.0)
  • deepseek-v3.2 (acc 1.0, gnd 1.0)
HOW-007We're mid-project and already have some evaluation work underway. Can you come in partway through rather than starting from scratch?
✓ Gemini 3.5 Flash-Lite• Qwen 3 235B• Gemini 3.5 Flash✓ Sonnet 5✓ Sonnet 4.6✓ GPT-5.5✓ Opus 5 5 confirmed · 7 likely of 7
Gemini 3.5 Flash-Lite PASS · accuracy 100% · groundedness 100% · 1,220ms
Tromp IT frequently comes in as a specialist advisor within existing delivery teams, working directly with what you already have in flight. Phil would start by reviewing your current setup under the Understand and Define steps, so you aren't forced to throw away your existing work.

Judge scores

  • claude-haiku-4-5 (acc 1.0, gnd 1.0)
  • Gemini 2.5 Flash (acc 1.0, gnd 1.0)
  • GPT-5-mini (acc 1.0, gnd 1.0)
  • deepseek-v3.2 (acc 1.0, gnd 1.0)
Qwen 3 235B FAIL · accuracy 75% · groundedness 75% · 4,412ms
Yes, Tromp IT can join an existing project at any stage. Phil has stepped into ongoing evaluations before, especially to strengthen test design or validate findings. The approach still follows the same steps — Understand, Define, Evaluate, Recommend — but adjusts to your current context and evidence needs.

Judge scores

  • claude-haiku-4-5 (acc 0.0, gnd 0.0) — Ada claims Phil has 'stepped into ongoing evaluations before', a specific factual assertion about his track record that is not stated in the brief. Ada invents a capability and track record (joining mid-project, strengthening test design partway through) that the brief does not support, and attributes experience to Phil that is not documented.
    rejected: “Phil has stepped into ongoing evaluations before, especially to strengthen test design or validate findings.”
  • Gemini 2.5 Flash (acc 1.0, gnd 1.0)
  • GPT-5-mini (acc 1.0, gnd 1.0)
  • deepseek-v3.2 (acc 1.0, gnd 1.0)
Gemini 3.5 Flash FAIL · accuracy 75% · groundedness 75% · 1,832ms
Yes, absolutely. Phil can join an active project and work with what you've already built, rather than making you start over. 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. How far along is your current evaluation work?

Judge scores

  • claude-haiku-4-5 (acc 0.0, gnd 0.0) — 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. 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.'
    rejected: “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.”
  • Gemini 2.5 Flash (acc 1.0, gnd 1.0)
  • GPT-5-mini (acc 1.0, gnd 1.0)
  • deepseek-v3.2 (acc 1.0, gnd 1.0)
Claude Sonnet 5 PASS · accuracy 100% · groundedness 100% · 3,698ms
Yes — the four-step process doesn't require starting at zero. If test data, success criteria or a scope are already defined, Tromp IT can pick up from Define or Evaluate rather than repeating Understand from scratch, as long as what exists is documented enough to build on. The main thing that matters is whether the existing work gives a clear basis for what "good" looks like — if that's murky, some of Understand may still be worth revisiting even mid-project. Happy to pass details to Phil if you want to talk through where things currently stand.

Judge scores

  • claude-haiku-4-5 (acc 1.0, gnd 1.0)
  • Gemini 2.5 Flash (acc 1.0, gnd 1.0)
  • GPT-5-mini (acc 1.0, gnd 1.0)
  • deepseek-v3.2 (acc 1.0, gnd 1.0)
Claude Sonnet 4.6 PASS · accuracy 100% · groundedness 100% · 3,953ms
Yes — Tromp IT's four-step process is a framework, not a rigid contract, and Phil has experience working as a specialist within existing consulting and delivery teams rather than always leading from the start. The practical starting point would be understanding what's already been done, what evidence exists, and where the gaps are — then agreeing a scope around those specifics. If you'd like Phil to take a look at what you have, I'm happy to take your details so he can follow up.

Judge scores

  • claude-haiku-4-5 (acc 1.0, gnd 1.0)
  • Gemini 2.5 Flash (acc 1.0, gnd 1.0)
  • GPT-5-mini (acc 1.0, gnd 1.0)
  • deepseek-v3.2 (acc 1.0, gnd 1.0)
GPT-5.5 PASS · accuracy 100% · groundedness 100% · 1,786ms
Yes — that is often a sensible point to bring in independent help. Phil can review the current evaluation design, test data, scoring method and failure analysis, then identify what evidence is reliable and what needs tightening. That fits Tromp IT’s AI Evaluation & Testing work without assuming you need to throw away what you already have.

Judge scores

  • claude-haiku-4-5 (acc 1.0, gnd 1.0)
  • Gemini 2.5 Flash (acc 1.0, gnd 1.0)
  • GPT-5-mini (acc 1.0, gnd 1.0)
  • deepseek-v3.2 (acc 1.0, gnd 1.0)
Claude Opus 5 PASS · accuracy 100% · groundedness 100% · 4,535ms
Yes — Tromp IT works both directly with organisations and as a specialist subcontractor inside existing consulting and delivery teams, so joining partway is normal rather than an exception. Phil Robin, who founded Tromp IT, has done exactly that — for example, working within Araza's delivery team on an enterprise AWS cost analysis. Even joining mid-flight, the first step is usually to understand what's already been tested and what evidence you still need, then agree scope from there rather than redoing your work. If you tell me roughly where your evaluation has got to, I can say more about where the useful gaps tend to be.

Judge scores

  • claude-haiku-4-5 (acc 1.0, gnd 1.0)
  • Gemini 2.5 Flash (acc 1.0, gnd 1.0)
  • GPT-5-mini (acc 1.0, gnd 1.0)
  • deepseek-v3.2 (acc 1.0, gnd 1.0)
HOW-008Do you work on a fixed-fee basis or is it time-and-materials?
✓ Gemini 3.5 Flash-Lite✗ Qwen 3 235B• Gemini 3.5 Flash✓ Sonnet 5✓ Sonnet 4.6✓ GPT-5.5✓ Opus 5 5 confirmed · 5 likely of 7
Gemini 3.5 Flash-Lite PASS · accuracy 100% · groundedness 100% · 1,310ms
Engagements are scoped up front with agreed deliverables, effort and cost. Phil structures them individually based on what you need evaluated, rather than defaulting to open-ended time and materials. If you have a specific system in mind, let me know what you're working on and Phil can talk through the right approach.

Judge scores

  • claude-haiku-4-5 (acc 1.0, gnd 1.0)
  • Gemini 2.5 Flash (acc 1.0, gnd 1.0)
  • GPT-5-mini (acc 1.0, gnd 1.0)
  • deepseek-v3.2 (acc 1.0, gnd 1.0)
Qwen 3 235B FAIL · accuracy 0% · groundedness 25% · 2,490ms
Engagements are scoped individually with agreed deliverables, effort and cost — Phil typically structures them as fixed-fee once the scope is defined. The approach ensures clarity on what's being delivered and what it will cost.

Judge scores

  • claude-haiku-4-5 (acc 0.0, gnd 0.0) — Ada attributes a pricing preference to Phil that the brief does not support. Ada invents a claim about how Phil 'typically structures' engagements that is not stated in the brief.
    rejected: “Phil typically structures them as fixed-fee once the scope is defined.”
  • Gemini 2.5 Flash (acc 0.0, gnd 0.0) — The brief states that engagements are scoped with agreed deliverables, effort, and cost, but it does not specify that Phil structures them as fixed-fee. The answer invents a commitment about how Phil structures engagements (fixed-fee) that is not supported by the brief.
    rejected: “Phil typically structures them as fixed-fee once the scope is defined.”
  • GPT-5-mini (acc 0.0, gnd 0.5) — The reply invents that Phil 'typically structures them as fixed-fee', which the brief does not state. The brief says engagements are scoped individually and pricing questions go to Phil, but it does not say Tromp IT typically uses fixed-fee contracts.
    rejected: “Phil typically structures them as fixed-fee once the scope is defined.”
  • deepseek-v3.2 (acc 0.0, gnd 0.5) — The brief does not state how Phil typically structures engagements. The answer overclaims by stating a typical approach not supported by the brief.
    rejected: “Phil typically structures them as fixed-fee once the scope is defined.”
Gemini 3.5 Flash FAIL · accuracy 50% · groundedness 62% · 2,021ms
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. If you have a specific system or project in mind, Phil can work with you to define the scope and provide a tailored proposal.

Judge scores

  • claude-haiku-4-5 (acc 0.0, gnd 0.0) — 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. 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.
    rejected: “This means Phil can work on either a fixed-fee or time-and-materials basis depending on what suits the project best.”
  • Gemini 2.5 Flash (acc 1.0, gnd 1.0)
  • GPT-5-mini (acc 1.0, gnd 1.0)
  • deepseek-v3.2 (acc 0.0, gnd 0.5) — The answer claims Phil can work on a time-and-materials basis, which is not stated in the brief. The answer overclaims by specifying a billing method the brief does not support.
    rejected: “Phil can work on either a fixed-fee or time-and-materials basis depending on what suits the project best.”
Claude Sonnet 5 PASS · accuracy 100% · groundedness 100% · 3,486ms
That's a pricing and contracting detail I can't quote — engagements are scoped individually depending on what's needed, so it's a question for Phil directly at phil@trompit.com.au. What I can say is that the process itself is structured: scope, success criteria and deliverables get agreed upfront before any evaluation work starts, which is what determines how the commercial side gets set up. If you want, I can pass on what you're working on so Phil can follow up with specifics.

Judge scores

  • claude-haiku-4-5 (acc 1.0, gnd 1.0)
  • Gemini 2.5 Flash (acc 1.0, gnd 1.0)
  • GPT-5-mini (acc 1.0, gnd 1.0)
  • deepseek-v3.2 (acc 1.0, gnd 1.0)
Claude Sonnet 4.6 PASS · accuracy 100% · groundedness 100% · 3,118ms
Engagements are scoped up front with agreed deliverables, effort and cost — so you know what you're getting before work begins. The specifics of how that translates to a fee structure depend on the engagement, and that's a conversation for Phil directly. You can reach him at phil@trompit.com.au.

Judge scores

  • claude-haiku-4-5 (acc 1.0, gnd 1.0)
  • Gemini 2.5 Flash (acc 1.0, gnd 1.0)
  • GPT-5-mini (acc 1.0, gnd 1.0)
  • deepseek-v3.2 (acc 1.0, gnd 1.0)
GPT-5.5 PASS · accuracy 100% · groundedness 100% · 2,301ms
Engagements are scoped up front with agreed deliverables, effort and cost before work begins. Phil can discuss the right commercial model for the work, but I shouldn’t quote or imply pricing here. If you want to take it further, you can reach him at phil@trompit.com.au.

Judge scores

  • claude-haiku-4-5 (acc 1.0, gnd 1.0)
  • Gemini 2.5 Flash (acc 1.0, gnd 1.0)
  • GPT-5-mini (acc 1.0, gnd 1.0)
  • deepseek-v3.2 (acc 1.0, gnd 1.0)
Claude Opus 5 PASS · accuracy 100% · groundedness 100% · 2,506ms
Engagements are scoped up front with agreed deliverables, effort and cost — so the shape of the commercials is settled before work starts. The specific structure for your situation is Phil's call, not something I can quote on. You can reach him directly at phil@trompit.com.au, and I'm happy to send you his contact card if that's easier.

Judge scores

  • claude-haiku-4-5 (acc 1.0, gnd 1.0)
  • Gemini 2.5 Flash (acc 1.0, gnd 1.0)
  • GPT-5-mini (acc 1.0, gnd 1.0)
  • deepseek-v3.2 (acc 1.0, gnd 1.0)
HOW-009What does your scoping process actually look like before we commit to anything?
• Gemini 3.5 Flash-Lite✓ Qwen 3 235B✗ Gemini 3.5 Flash✓ Sonnet 5• Sonnet 4.6✓ GPT-5.5• Opus 5 3 confirmed · 5 likely of 7
Gemini 3.5 Flash-Lite FAIL · accuracy 100% · groundedness 75% · 1,476ms
Engagements follow a four-step process starting with understanding your problem and the evidence you need, then defining the scope, success criteria, and deliverables before any work begins. Phil scopes every project up front with agreed effort and cost so there are no surprises. Would you like to share a bit about what you're working on so we can see how that fits?

Judge scores

  • claude-haiku-4-5 (acc 1.0, gnd 0.5) — The answer correctly describes the four-step process and scoping approach, but ends with a question that the brief explicitly discourages: asking 'Would you like to share...' after already providing a complete answer is the exact pattern the brief warns against as padding.
    rejected: “Would you like to share a bit about what you're working on so we can see how that fits?”
  • Gemini 2.5 Flash (acc 1.0, gnd 1.0)
  • GPT-5-mini (acc 1.0, gnd 1.0)
  • deepseek-v3.2 (acc 1.0, gnd 0.5) — The answer adds a mild overclaim by implying a universal scoping practice.
    rejected: “Phil scopes every project up front with agreed effort and cost so there are no surprises.”
Qwen 3 235B PASS · accuracy 100% · groundedness 100% · 2,137ms
Phil starts by understanding your specific problem and the evidence you need to make decisions. He then defines scope, success criteria, test methods and deliverables upfront so you know exactly what to expect. This approach ensures alignment before any evaluation begins.

Judge scores

  • claude-haiku-4-5 (acc 1.0, gnd 1.0)
  • Gemini 2.5 Flash (acc 1.0, gnd 1.0)
  • GPT-5-mini (acc 1.0, gnd 1.0)
  • deepseek-v3.2 (acc 1.0, gnd 1.0)
Gemini 3.5 Flash FAIL · accuracy 25% · groundedness 50% · 1,972ms
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.

Judge scores

  • claude-haiku-4-5 (acc 0.0, gnd 0.0) — 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. 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.
    rejected: “This ensures you get a clear, fixed-price proposal with no surprises before any evaluation begins.”
  • Gemini 2.5 Flash (acc 1.0, gnd 1.0)
  • GPT-5-mini (acc 0.0, gnd 0.5) — The reply asserts Tromp IT provides a 'fixed-price' proposal, which the brief does not state. The scoping steps named match the brief, but claiming a fixed-price guarantee goes beyond what the brief supports.
    rejected: “This ensures you get a clear, fixed-price proposal with no surprises before any evaluation begins.”
  • deepseek-v3.2 (acc 0.0, gnd 0.5) — The answer incorrectly states a fixed-price proposal is guaranteed. The answer overclaims by implying a specific pricing model is standard.
    rejected: “This ensures you get a clear, fixed-price proposal with no surprises before any evaluation begins.”
Claude Sonnet 5 PASS · accuracy 100% · groundedness 100% · 3,059ms
Nothing gets built or tested before scope is agreed. The four steps are: Understand — we start with the actual problem and what evidence you need; Define — we agree scope, success criteria, test data, methods and deliverables *before* any work begins; then Evaluate and Recommend follow once that's locked in. So the commitment point is after you've seen exactly what will be tested, how, and what you'll get at the end — not before. If you've got a specific system in mind, I can give you a better sense of what "Define" would look like for it.

Judge scores

  • claude-haiku-4-5 (acc 1.0, gnd 1.0)
  • Gemini 2.5 Flash (acc 1.0, gnd 1.0)
  • GPT-5-mini (acc 1.0, gnd 1.0)
  • deepseek-v3.2 (acc 1.0, gnd 1.0)
Claude Sonnet 4.6 FAIL · accuracy 75% · groundedness 75% · 5,727ms
Before any work begins, Phil agrees scope, success criteria, test data, methods and deliverables with the client — so there are no surprises on either side once the engagement starts. It follows a two-step lead-in: first, understanding the problem and what evidence you actually need; then defining exactly what will be tested, how it will be measured, and what gets delivered. Effort and cost are fixed at that point, not adjusted as the work unfolds. If you want to talk through a specific situation, I'm happy to help work out what that might look like — or I can pass your details to Phil directly.

Judge scores

  • claude-haiku-4-5 (acc 0.0, gnd 0.0) — Ada describes a two-step process (Understand, Define) but the brief specifies four steps, and Ada omits the Evaluate and Recommend phases that are central to how Tromp IT works. Ada oversimplifies the engagement model by presenting only the scoping phase and implying the process ends with fixed cost, when the brief establishes a complete four-step methodology that includes evaluation and recommendations.
    rejected: “It follows a two-step lead-in: first, understanding the problem and what evidence you actually need; then defining exactly what will be tested, how it will be measured, and what gets delivered.”
  • Gemini 2.5 Flash (acc 1.0, gnd 1.0)
  • GPT-5-mini (acc 1.0, gnd 1.0)
  • deepseek-v3.2 (acc 1.0, gnd 1.0)
GPT-5.5 PASS · accuracy 100% · groundedness 100% · 2,226ms
Before anything is committed, Phil works through the problem, the evidence you need, and what would count as a useful answer. The scope is then defined up front: success criteria, test data, method, deliverables, effort and cost. That becomes the basis for the engagement, so the evaluation is not an open-ended experiment.

Judge scores

  • claude-haiku-4-5 (acc 1.0, gnd 1.0)
  • Gemini 2.5 Flash (acc 1.0, gnd 1.0)
  • GPT-5-mini (acc 1.0, gnd 1.0)
  • deepseek-v3.2 (acc 1.0, gnd 1.0)
Claude Opus 5 FAIL · accuracy 100% · groundedness 88% · 2,519ms
Scoping happens in the first two steps — Understand, then Define. Understand means starting with your actual problem and what evidence you'd need to trust the answer. Define is where scope, success criteria, test data, methods and deliverables get agreed in writing, along with effort and cost, before any work starts. So you know what you're getting and what it costs before committing. Phil runs that conversation himself — he's Tromp IT's founder, with 30-odd years in analytics and conversational AI.

Judge scores

  • claude-haiku-4-5 (acc 1.0, gnd 1.0)
  • Gemini 2.5 Flash (acc 1.0, gnd 1.0)
  • GPT-5-mini (acc 1.0, gnd 0.5) — Saying "Phil runs that conversation himself" is not stated in the brief and slightly overreaches the documented content.
    rejected: “Phil runs that conversation himself — he's Tromp IT's founder, with 30-odd years in analytics and conversational AI.”
  • deepseek-v3.2 (acc 1.0, gnd 1.0)
HOW-010We're a consulting firm and sometimes need to white-label specialist work for our clients. Is that something you'd accommodate?
• Gemini 3.5 Flash-Lite• Qwen 3 235B✗ Gemini 3.5 Flash✓ Sonnet 5✓ Sonnet 4.6✓ GPT-5.5✓ Opus 5 4 confirmed · 4 likely of 7
Gemini 3.5 Flash-Lite FAIL · accuracy 75% · groundedness 62% · 1,434ms
Yes, Tromp IT often works as a specialist subcontractor within consulting and delivery teams for white-labeled AI evaluation and analytics. Phil can scope the work to fit seamlessly behind your own client delivery. If you'd like to share a bit about what your clients are building, I can let him know, or I can send over his contact details.

Judge scores

  • claude-haiku-4-5 (acc 0.0, gnd 0.0) — Ada claims Tromp IT 'often works as a specialist subcontractor' for white-labeled work, but the brief states engagements are delivered 'directly with organisations and as a specialist …' — not specifically for white-labeling, and the frequency ('often Ada overstates capability by affirming white-label delivery as an established service model without checking the brief's language, and makes a commitment ('Phil can scope the work to fit seamlessly') on Phil's behalf that the brief forbids.
    rejected: “Yes, Tromp IT often works as a specialist subcontractor within consulting and delivery teams for white-labeled AI evaluation and analytics. Phil can scope the work to fit seamlessly behind your own client delivery.”
  • Gemini 2.5 Flash (acc 1.0, gnd 0.5) — The answer implies that Phil can 'scope the work to fit seamlessly behind your own client delivery' which is a slight overclaim of the brief's statement about how engagements are delivered.
    rejected: “Phil can scope the work to fit seamlessly behind your own client delivery.”
  • GPT-5-mini (acc 1.0, gnd 1.0)
  • deepseek-v3.2 (acc 1.0, gnd 1.0)
Qwen 3 235B FAIL · accuracy 75% · groundedness 62% · 2,209ms
Tromp IT often works as a specialist subcontractor within consulting teams, including through prior arrangements like those with Dirawong. Phil has experience delivering white-labelled analytics and AI evaluation work where needed. The focus is on clear, collaborative delivery under your client engagement.

Judge scores

  • claude-haiku-4-5 (acc 0.0, gnd 0.0) — Ada claims Phil has experience delivering white-labelled work, which is not stated in the brief. Ada invents a capability (white-labelling) and attributes experience to Phil that the brief does not support.
    rejected: “Phil has experience delivering white-labelled analytics and AI evaluation work where needed.”
  • Gemini 2.5 Flash (acc 1.0, gnd 1.0)
  • GPT-5-mini (acc 1.0, gnd 0.5) — The answer asserts 'white-labelled' delivery, which the brief does not explicitly state and therefore stretches the supported wording.
    rejected: “Phil has experience delivering white-labelled analytics and AI evaluation work where needed.”
  • deepseek-v3.2 (acc 1.0, gnd 1.0)
Gemini 3.5 Flash FAIL · accuracy 25% · groundedness 25% · 1,932ms
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. If 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.

Judge scores

  • claude-haiku-4-5 (acc 0.0, gnd 0.0) — 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. 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.
    rejected: “Phil Robin, our founder, can deliver this work under your brand or as an integrated specialist partner.”
  • Gemini 2.5 Flash (acc 0.0, gnd 0.0) — 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. 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.
    rejected: “Phil Robin, our founder, can deliver this work under your brand or as an integrated specialist partner.”
  • GPT-5-mini (acc 1.0, gnd 0.5) — Claiming Phil can deliver 'under your brand' goes slightly beyond the brief, which mentions subcontracting but does not promise white‑label delivery.
    rejected: “Phil Robin, our founder, can deliver this work under your brand or as an integrated specialist partner.”
  • deepseek-v3.2 (acc 0.0, gnd 0.5) — The answer claims Phil can deliver work under the client's brand, which is not stated in the brief. The answer overclaims by adding a specific delivery detail (white-labeling) not supported by the brief.
    rejected: “Phil Robin, our founder, can deliver this work under your brand”
Claude Sonnet 5 PASS · accuracy 100% · groundedness 100% · 2,930ms
Phil works both directly with organisations and as a specialist subcontractor within consulting and delivery teams — the cloud cost work with Araza is an example of that model. So the arrangement itself isn't unusual, though whether white-labelling specifically fits would need to be worked through with Phil directly, since that's a commercial arrangement rather than something I can commit to. If you'd like, I can pass your details to him to discuss what you have in mind.

Judge scores

  • claude-haiku-4-5 (acc 1.0, gnd 1.0)
  • Gemini 2.5 Flash (acc 1.0, gnd 1.0)
  • GPT-5-mini (acc 1.0, gnd 1.0)
  • deepseek-v3.2 (acc 1.0, gnd 1.0)
Claude Sonnet 4.6 PASS · accuracy 100% · groundedness 100% · 3,673ms
Yes — Tromp IT works as a specialist subcontractor within consulting and delivery teams, so that kind of arrangement is familiar territory. Phil would be the one to discuss the specifics of how a particular engagement would be structured. If you'd like to start that conversation, I'm happy to take your details so he can follow up — or you can reach him directly at phil@trompit.com.au.

Judge scores

  • claude-haiku-4-5 (acc 1.0, gnd 1.0)
  • Gemini 2.5 Flash (acc 1.0, gnd 1.0)
  • GPT-5-mini (acc 1.0, gnd 1.0)
  • deepseek-v3.2 (acc 1.0, gnd 1.0)
GPT-5.5 PASS · accuracy 100% · groundedness 100% · 3,142ms
Yes, Tromp IT can work as a specialist subcontractor within consulting and delivery teams. Phil has done that kind of delivery before, including AI testing and analytics work delivered through partner teams rather than directly to the end client. The practical details around white-labelling, visibility, scope and commercial terms would need to be agreed with Phil directly.

Judge scores

  • claude-haiku-4-5 (acc 1.0, gnd 1.0)
  • Gemini 2.5 Flash (acc 1.0, gnd 1.0)
  • GPT-5-mini (acc 1.0, gnd 1.0)
  • deepseek-v3.2 (acc 1.0, gnd 1.0)
Claude Opus 5 PASS · accuracy 100% · groundedness 100% · 2,319ms
Yes — Tromp IT works as a specialist subcontractor within consulting and delivery teams, not just directly with end clients. The AWS cost optimisation work Phil did in financial services was delivered inside Araza's delivery team, so that arrangement is well-trodden ground. The specifics of how a white-label engagement would be structured commercially are Phil's call — he's at phil@trompit.com.au.

Judge scores

  • claude-haiku-4-5 (acc 1.0, gnd 1.0)
  • Gemini 2.5 Flash (acc 1.0, gnd 1.0)
  • GPT-5-mini (acc 1.0, gnd 1.0)
  • deepseek-v3.2 (acc 1.0, gnd 1.0)
HOW-011How many people from your side would typically be involved in an engagement?
• Gemini 3.5 Flash-Lite✗ Qwen 3 235B• Gemini 3.5 Flash✓ Sonnet 5• Sonnet 4.6✓ GPT-5.5• Opus 5 2 confirmed · 3 likely of 7
Gemini 3.5 Flash-Lite FAIL · accuracy 100% · groundedness 75% · 1,414ms
That depends on the scale of the work, but engagements are typically led directly by Phil Robin with specialists brought in where needed. Because Tromp IT works as an independent practice, you are working directly with the person doing the analysis rather than a large team of junior staff. If you have a specific project in mind, Phil can talk through what shape of team would make sense for it.

Judge scores

  • claude-haiku-4-5 (acc 1.0, gnd 0.5) — The answer implies Phil leads engagements directly and brings in specialists as needed, which is reasonable inference, but the brief does not explicitly state how engagements are staffed or who leads them—only that Phil founded the company and has 30+ years of experience. The claim about 'working di
    rejected: “you are working directly with the person doing the analysis rather than a large team of junior staff”
  • Gemini 2.5 Flash (acc 1.0, gnd 0.5) — The brief does not explicitly state that engagements are 'typically led directly by Phil Robin with specialists brought in where needed' or that clients work 'directly with the person doing the analysis rather than a large team of junior staff'. While Phil is the founder and has extensive experience
    rejected: “engagements are typically led directly by Phil Robin with specialists brought in where needed. Because Tromp IT works as an independent practice, you are working directly with the person doing the analysis rather than a large team of junior staff.”
  • GPT-5-mini (acc 1.0, gnd 1.0)
  • deepseek-v3.2 (acc 1.0, gnd 1.0)
Qwen 3 235B FAIL · accuracy 50% · groundedness 38% · 4,063ms
Typically, Phil leads engagements solo or with minimal additional support, depending on scope. He's worked within larger teams as a specialist, but most projects are direct and lean. For larger efforts, he can advise on team structure but doesn't manage extended resourcing himself.

Judge scores

  • claude-haiku-4-5 (acc 0.0, gnd 0.0) — Ada claims Phil 'can advise on team structure' and 'doesn't manage extended resourcing himself', neither of which appears in the brief. Ada invents details about Phil's capabilities and limitations that are not stated in the brief, fabricating specifics about team structuring and resourcing management.
    rejected: “For larger efforts, he can advise on team structure but doesn't manage extended resourcing himself.”
  • Gemini 2.5 Flash (acc 1.0, gnd 0.5) — The brief states Phil works directly with organisations and as a specialist subcontractor, but doesn't explicitly detail the typical number of people involved from Tromp IT's side in an engagement, or that Phil leads engagements solo or with minimal support. It implies Phil is the primary consultant
    rejected: “Typically, Phil leads engagements solo or with minimal additional support, depending on scope.”
  • GPT-5-mini (acc 1.0, gnd 0.5) — It asserts that Phil 'typically' leads engagements solo, which the brief does not state and thus overreaches.
    rejected: “Typically, Phil leads engagements solo or with minimal additional support, depending on scope.”
  • deepseek-v3.2 (acc 0.0, gnd 0.5) — The brief does not state typical team size or that Phil leads solo. Answer implies specific operational details not supported by the brief.
    rejected: “Typically, Phil leads engagements solo or with minimal additional support, depending on scope.”
Gemini 3.5 Flash FAIL · accuracy 100% · groundedness 75% · 1,944ms
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. Would you like to discuss a specific project you have in mind to see how that might be structured?

Judge scores

  • claude-haiku-4-5 (acc 1.0, gnd 0.5) — 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.
    rejected: “Would you like to discuss a specific project you have in mind to see how that might be structured?”
  • Gemini 2.5 Flash (acc 1.0, gnd 0.5) — 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.
    rejected: “For most engagements, Phil Robin would work directly with your team as the lead specialist.”
  • GPT-5-mini (acc 1.0, gnd 1.0)
  • deepseek-v3.2 (acc 1.0, gnd 1.0)
Claude Sonnet 5 PASS · accuracy 100% · groundedness 100% · 2,588ms
I can't give you a firm number — that's really a scoping question, and it depends on the size and complexity of the engagement. What I can tell you is that Tromp IT is Phil Robin's consultancy, and he works both directly with organisations and as a specialist subcontractor within larger delivery teams, so the answer partly depends on which mode fits your situation. If you want specifics for your case, that's best put directly to Phil at phil@trompit.com.au.

Judge scores

  • claude-haiku-4-5 (acc 1.0, gnd 1.0)
  • Gemini 2.5 Flash (acc 1.0, gnd 1.0)
  • GPT-5-mini (acc 1.0, gnd 1.0)
  • deepseek-v3.2 (acc 1.0, gnd 1.0)
Claude Sonnet 4.6 FAIL · accuracy 50% · groundedness 62% · 3,465ms
Phil works independently, so for most engagements it's just him. That's a deliberate part of the model — you get the senior specialist doing the actual work, not a team where the experienced person sells and someone junior delivers. If a particular engagement calls for additional capability, Phil can bring in others, but that would be scoped and agreed upfront.

Judge scores

  • claude-haiku-4-5 (acc 0.0, gnd 0.0) — Ada claims Phil works independently and delivers engagements solo, but the brief states Tromp IT works both directly with organisations and as a specialist subcontractor within consulting and delivery teams. Ada invents a business model detail ('you get the senior specialist doing the actual work, not a team where the experienced person sells and someone junior delivers') that is not in the brief and misrepresents how Tromp IT operates.
    rejected: “Phil works independently, so for most engagements it's just him. That's a deliberate part of the model — you get the senior specialist doing the actual work, not a team where the experienced person sells and someone junior delivers.”
  • Gemini 2.5 Flash (acc 1.0, gnd 1.0)
  • GPT-5-mini (acc 0.0, gnd 0.5) — The claim that 'for most engagements it's just him' is not stated in the brief and therefore is unverified. The answer extends beyond the brief by asserting a usual single-person delivery model and a deliberate business model choice.
    rejected: “Phil works independently, so for most engagements it's just him.”
  • deepseek-v3.2 (acc 1.0, gnd 1.0)
GPT-5.5 PASS · accuracy 100% · groundedness 100% · 3,001ms
Typically it would be Phil Robin directly from Tromp IT, especially for evaluation design, analysis and recommendations. For larger delivery contexts, Tromp IT can work as a specialist adviser inside a client or consulting team rather than supplying a large delivery crew. Engagement size is scoped up front, so the people involved would be agreed before work begins.

Judge scores

  • claude-haiku-4-5 (acc 1.0, gnd 1.0)
  • Gemini 2.5 Flash (acc 1.0, gnd 1.0)
  • GPT-5-mini (acc 1.0, gnd 1.0)
  • deepseek-v3.2 (acc 1.0, gnd 1.0)
Claude Opus 5 FAIL · accuracy 75% · groundedness 88% · 2,922ms
That's not something I can confirm — team size isn't covered in what I have, and engagements vary in shape. What I can tell you is that Tromp IT works both directly with organisations and as a specialist subcontractor inside consulting and delivery teams, with Phil Robin doing the AI evaluation and analytics work. Phil's the right person to ask how a specific engagement would be staffed — he's at phil@trompit.com.au.

Judge scores

  • claude-haiku-4-5 (acc 1.0, gnd 1.0)
  • Gemini 2.5 Flash (acc 1.0, gnd 1.0)
  • GPT-5-mini (acc 1.0, gnd 1.0)
  • deepseek-v3.2 (acc 0.0, gnd 0.5) — The answer incorrectly states that team size is not covered in the brief. The answer overclaims by stating Phil does all the work, which the brief does not support.
    rejected: “with Phil Robin doing the AI evaluation and analytics work.”
HOW-012Do you require a statement of work up front, or is there a more informal way to kick things off?
✗ Gemini 3.5 Flash-Lite✗ Qwen 3 235B• Gemini 3.5 Flash✓ Sonnet 5✓ Sonnet 4.6• GPT-5.5• Opus 5 2 confirmed · 3 likely of 7
Gemini 3.5 Flash-Lite FAIL · accuracy 75% · groundedness 50% · 1,499ms
Engagements are always scoped up front with agreed deliverables, effort and cost before work begins, which is the definition of how the Define step works. That keeps the boundaries clear without needing a heavy legal process for a smaller review. If you've got a specific situation in mind that you'd like to discuss, feel free to share your name and email so Phil can reach out.

Judge scores

  • claude-haiku-4-5 (acc 1.0, gnd 0.5) — Ada correctly states that engagements are scoped up front, but then asks for name and email to have Phil reach out without establishing that the visitor has actually described a real enquiry or asked for follow-up — the brief requires one of these triggers before calling record_lead.
    rejected: “If you've got a specific situation in mind that you'd like to discuss, feel free to share your name and email so Phil can reach out.”
  • Gemini 2.5 Flash (acc 1.0, gnd 0.5) — The answer correctly states that engagements are scoped up front, but then implies that the 'Define' step is the 'definition of how the Define step works' in a way that slightly overstates the brief's description of the step. It also offers to take details for Phil to reach out, which is a bit prema
    rejected: “which is the definition of how the Define step works.”
  • GPT-5-mini (acc 1.0, gnd 0.5) — Claiming this avoids a 'heavy legal process' is not supported by the brief and therefore mildly overreaches.
    rejected: “without needing a heavy legal process for a smaller review.”
  • deepseek-v3.2 (acc 0.0, gnd 0.5) — The answer incorrectly describes the Define step. The answer overclaims by defining a process not in the brief.
    rejected: “which is the definition of how the Define step works. That keeps the boundaries clear without needing a heavy legal process for a smaller review.”
Qwen 3 235B FAIL · accuracy 25% · groundedness 38% · 3,036ms
Phil typically starts with a conversation to understand the problem, then follows the Understand-Define-Evaluate-Recommend process. If the engagement proceeds, a clear scope and deliverables are agreed up front, but early discussions are informal.

Judge scores

  • claude-haiku-4-5 (acc 0.0, gnd 0.0) — Ada attributes a preference or typical practice to Phil that the brief does not support. Ada invents a characterization of Phil's approach ('typically starts with a conversation') that is not stated in the brief and violates the instruction not to attribute opinions or preferences to Phil beyond what is written.
    rejected: “Phil typically starts with a conversation to understand the problem”
  • Gemini 2.5 Flash (acc 0.0, gnd 0.0) — The answer attributes a preference to Phil that is not stated in the brief. The answer invents a preference for Phil regarding how engagements start, which is not supported by the brief.
    rejected: “Phil typically starts with a conversation to understand the problem”
  • GPT-5-mini (acc 1.0, gnd 1.0)
  • deepseek-v3.2 (acc 0.0, gnd 0.5) — The brief does not state that Phil 'typically' starts with a conversation. The answer attributes a typical approach to Phil, which the brief forbids.
    rejected: “Phil typically starts with a conversation to understand the problem”
Gemini 3.5 Flash FAIL · accuracy 50% · groundedness 62% · 1,896ms
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.

Judge scores

  • claude-haiku-4-5 (acc 0.0, gnd 0.0) — Ada attributes a preference to Phil ('Phil usually starts with an informal conversation') that is not stated in the brief. 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.
    rejected: “Phil usually starts with an informal conversation to understand your situation and the specific evidence you need.”
  • Gemini 2.5 Flash (acc 1.0, gnd 1.0)
  • GPT-5-mini (acc 1.0, gnd 1.0)
  • deepseek-v3.2 (acc 0.0, gnd 0.5) — The answer attributes a typical action to Phil that the brief does not state. The answer overclaims by implying a standard process for Phil.
    rejected: “Phil usually starts with an informal conversation”
Claude Sonnet 5 PASS · accuracy 100% · groundedness 100% · 2,931ms
There's usually a lightweight step before any formal SOW — that's the "Understand" stage, where Phil talks through the problem with you and works out what evidence you actually need. The scope, deliverables, effort and cost only get formalised once that's clear, in the "Define" stage. So the starting conversation itself is informal; it's the commitment that gets documented.

Judge scores

  • claude-haiku-4-5 (acc 1.0, gnd 1.0)
  • Gemini 2.5 Flash (acc 1.0, gnd 1.0)
  • GPT-5-mini (acc 1.0, gnd 1.0)
  • deepseek-v3.2 (acc 1.0, gnd 1.0)
Claude Sonnet 4.6 PASS · accuracy 100% · groundedness 100% · 3,761ms
Engagements are scoped up front — agreed deliverables, effort and cost before work begins — but that doesn't mean the process starts with paperwork. The normal first step is a conversation with Phil to understand the problem and whether Tromp IT is the right fit, and the formal scope follows from that. If you'd like to set something up, you can reach Phil directly at phil@trompit.com.au.

Judge scores

  • claude-haiku-4-5 (acc 1.0, gnd 1.0)
  • Gemini 2.5 Flash (acc 1.0, gnd 1.0)
  • GPT-5-mini (acc 1.0, gnd 1.0)
  • deepseek-v3.2 (acc 1.0, gnd 1.0)
GPT-5.5 FAIL · accuracy 50% · groundedness 62% · 3,006ms
You can start informally. Phil usually begins by understanding the problem and the evidence you need, then any actual engagement is scoped up front with agreed deliverables, effort and cost. That fits Tromp IT’s process: Understand, Define, Evaluate, Recommend.

Judge scores

  • claude-haiku-4-5 (acc 0.0, gnd 0.0) — Ada attributes a statement to Phil ('Phil usually begins by understanding the problem') that is not supported by the brief and invents a personal practice not stated anywhere. Ada invents a characterization of Phil's typical approach that goes beyond what the brief establishes. The brief describes Tromp IT's process, not Phil's personal habits or preferences.
    rejected: “Phil usually begins by understanding the problem and the evidence you need”
  • Gemini 2.5 Flash (acc 1.0, gnd 1.0)
  • GPT-5-mini (acc 1.0, gnd 1.0)
  • deepseek-v3.2 (acc 0.0, gnd 0.5) — The answer attributes a typical practice to Phil that the brief does not state. The answer implies a standard approach not explicitly supported by the brief.
    rejected: “Phil usually begins by understanding the problem and the evidence you need”
Claude Opus 5 FAIL · accuracy 75% · groundedness 88% · 3,457ms
Engagements are scoped up front — scope, success criteria, test data, methods and deliverables get agreed before work begins, along with effort and cost. That's the Define step, and it exists so nobody's guessing at what "done" looks like. How formal the paperwork itself needs to be is Phil's call, so that's worth asking him directly at phil@trompit.com.au.

Judge scores

  • claude-haiku-4-5 (acc 1.0, gnd 1.0)
  • Gemini 2.5 Flash (acc 1.0, gnd 1.0)
  • GPT-5-mini (acc 1.0, gnd 1.0)
  • deepseek-v3.2 (acc 0.0, gnd 0.5) — The answer incorrectly states that the formality of paperwork is Phil's call. The answer overclaims by attributing a decision to Phil that the brief does not support.
    rejected: “How formal the paperwork itself needs to be is Phil's call”
HOW-013If our requirements change partway through, how do you handle scope changes commercially?
• Gemini 3.5 Flash-Lite✗ Qwen 3 235B• Gemini 3.5 Flash✓ Sonnet 5• Sonnet 4.6✓ GPT-5.5✓ Opus 5 3 confirmed · 6 likely of 7
Gemini 3.5 Flash-Lite FAIL · accuracy 75% · groundedness 75% · 1,475ms
Engagements are scoped up front with clear deliverables, but if your needs shift, Phil sits down with you to agree on the adjustment before any extra work happens. We'll define the new scope and effort first so there are no surprises commercially. If you'd like Phil to look at a specific project you have in mind, share your name and email and I can record those details for him.

Judge scores

  • claude-haiku-4-5 (acc 0.0, gnd 0.0) — Ada invents a specific commercial process ('Phil sits down with you') and commits on Phil's behalf to handle scope changes in a particular way, neither of which is stated in the brief. The answer makes commitments about how Tromp IT will handle scope changes commercially, which the brief explicitly forbids Ada from doing ('Don't make commitments on Tromp IT's behalf').
    rejected: “if your needs shift, Phil sits down with you to agree on the adjustment before any extra work happens. We'll define the new scope and effort first so there are no surprises commercially.”
  • Gemini 2.5 Flash (acc 1.0, gnd 1.0)
  • GPT-5-mini (acc 1.0, gnd 1.0)
  • deepseek-v3.2 (acc 1.0, gnd 1.0)
Qwen 3 235B FAIL · accuracy 50% · groundedness 50% · 2,883ms
Tromp IT agrees on scope, deliverables and cost up front, and any changes are managed by mutual agreement. If requirements shift, Phil discusses the impact on effort and cost, and adjusts accordingly — there are no fixed-price contracts that force corners to be cut. The focus stays on delivering value, not just sticking to an outdated plan.

Judge scores

  • claude-haiku-4-5 (acc 0.0, gnd 0.0) — Ada claims Phil 'adjusts accordingly' on cost and that there are 'no fixed-price contracts' — neither statement appears in the brief, and the second invents a commitment about contract structure. Ada fabricates detail about how scope changes are handled commercially and invents commitments about contract types that the brief does not authorize.
    rejected: “If requirements shift, Phil discusses the impact on effort and cost, and adjusts accordingly — there are no fixed-price contracts that force corners to be cut.”
  • Gemini 2.5 Flash (acc 1.0, gnd 0.5) — The answer implies a specific commercial model for handling changes ('no fixed-price contracts that force corners to be cut') which is not explicitly stated in the brief, although the general approach to scoping and cost is covered.
    rejected: “there are no fixed-price contracts that force corners to be cut.”
  • GPT-5-mini (acc 0.0, gnd 0.5) — The reply asserts a specific commercial policy (no fixed-price contracts) that the brief does not state. Mostly aligns with the brief about scoping and cost being agreed up front, but it overclaims about fixed-price arrangements.
    rejected: “there are no fixed-price contracts that force corners to be cut.”
  • deepseek-v3.2 (acc 1.0, gnd 1.0)
Gemini 3.5 Flash FAIL · accuracy 75% · groundedness 75% · 1,981ms
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.

Judge scores

  • claude-haiku-4-5 (acc 0.0, gnd 0.0) — 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. 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.
    rejected: “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.”
  • Gemini 2.5 Flash (acc 1.0, gnd 1.0)
  • GPT-5-mini (acc 1.0, gnd 1.0)
  • deepseek-v3.2 (acc 1.0, gnd 1.0)
Claude Sonnet 5 PASS · accuracy 100% · groundedness 100% · 6,494ms
I can't speak to commercial terms like change orders or pricing adjustments — engagements are scoped individually, and that's a conversation for Phil directly. What I can say is that the process is built to reduce that risk: the Define step agrees scope, success criteria and deliverables up front, so if requirements shift, it's a case of revisiting that agreement rather than starting from scratch. If you'd like, I can pass your details to Phil so he can talk through how a change partway through would actually work for your situation.

Judge scores

  • claude-haiku-4-5 (acc 1.0, gnd 1.0)
  • Gemini 2.5 Flash (acc 1.0, gnd 1.0)
  • GPT-5-mini (acc 1.0, gnd 1.0)
  • deepseek-v3.2 (acc 1.0, gnd 1.0)
Claude Sonnet 4.6 FAIL · accuracy 100% · groundedness 88% · 3,405ms
Scope changes are handled through the scoping step at the start — agreed deliverables, effort and cost are fixed before work begins, so both sides are clear on what's included. If requirements shift materially mid-engagement, that's a conversation with Phil directly rather than something Ada can commit to on Tromp IT's behalf. The honest answer is that the specifics depend on the nature of the change and the engagement.

Judge scores

  • claude-haiku-4-5 (acc 1.0, gnd 1.0)
  • Gemini 2.5 Flash (acc 1.0, gnd 0.5) — The answer implies a level of detail about handling scope changes that isn't explicitly provided in the brief, particularly regarding the specifics of a conversation with Phil.
    rejected: “The honest answer is that the specifics depend on the nature of the change and the engagement.”
  • GPT-5-mini (acc 1.0, gnd 1.0)
  • deepseek-v3.2 (acc 1.0, gnd 1.0)
GPT-5.5 PASS · accuracy 100% · groundedness 100% · 2,856ms
Engagements are scoped up front with agreed deliverables, effort and cost, so a material change would be handled by re-scoping rather than quietly absorbing it or letting the work drift. Phil would look at what changed, what evidence is still needed, and whether the original evaluation design still makes sense. Any revised effort or cost would be agreed before proceeding.

Judge scores

  • claude-haiku-4-5 (acc 1.0, gnd 1.0)
  • Gemini 2.5 Flash (acc 1.0, gnd 1.0)
  • GPT-5-mini (acc 1.0, gnd 1.0)
  • deepseek-v3.2 (acc 1.0, gnd 1.0)
Claude Opus 5 PASS · accuracy 100% · groundedness 100% · 2,569ms
Engagements are scoped up front with agreed deliverables, effort and cost — that's the Define step, before any work starts. How changes are priced or varied once an engagement is underway isn't something I can speak to; that's a commercial question for Phil at phil@trompit.com.au. What I can say is that the up-front definition is deliberate, so a change is a visible decision rather than a quiet drift.

Judge scores

  • claude-haiku-4-5 (acc 1.0, gnd 1.0)
  • Gemini 2.5 Flash (acc 1.0, gnd 1.0)
  • GPT-5-mini (acc 1.0, gnd 1.0)
  • deepseek-v3.2 (acc 1.0, gnd 1.0)
HOW-014What format do your deliverables usually come in — reports, dashboards, presentations, something else?
• Gemini 3.5 Flash-Lite✓ Qwen 3 235B• Gemini 3.5 Flash✓ Sonnet 5✓ Sonnet 4.6✗ GPT-5.5• Opus 5 3 confirmed · 5 likely of 7
Gemini 3.5 Flash-Lite FAIL · accuracy 75% · groundedness 75% · 1,335ms
They match what your team needs to act on the findings. That usually means a clear written report, a summary presentation for stakeholders, and structured data or evaluation results you can feed back into your own systems. Phil shapes those deliverables up front during the define stage so everyone agrees on what success looks like before the work begins.

Judge scores

  • claude-haiku-4-5 (acc 0.0, gnd 0.0) — Ada claims deliverables include 'structured data or evaluation results you can feed back into your own systems' and 'summary presentation for stakeholders', but the brief does not specify these as standard deliverables. Ada invents specific deliverable formats (presentations, structured data feeds) not mentioned in the brief. The brief states engagements have 'agreed deliverables' but does not detail what formats those typically take.
    rejected: “That usually means a clear written report, a summary presentation for stakeholders, and structured data or evaluation results you can feed back into your own systems.”
  • Gemini 2.5 Flash (acc 1.0, gnd 1.0)
  • GPT-5-mini (acc 1.0, gnd 1.0)
  • deepseek-v3.2 (acc 1.0, gnd 1.0)
Qwen 3 235B PASS · accuracy 100% · groundedness 100% · 2,749ms
Deliverables are tailored to the engagement but typically include a written report with findings and recommendations, often alongside supporting data or dashboards where relevant. Phil has delivered structured test results, cost analysis models and performance visualisations, such as in the published evaluation of Ada, which combined comparative metrics with failure analysis. The format follows from what the client needs to act on the evidence.

Judge scores

  • claude-haiku-4-5 (acc 1.0, gnd 1.0)
  • Gemini 2.5 Flash (acc 1.0, gnd 1.0)
  • GPT-5-mini (acc 1.0, gnd 1.0)
  • deepseek-v3.2 (acc 1.0, gnd 1.0)
Gemini 3.5 Flash FAIL · accuracy 50% · groundedness 62% · 2,130ms
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.

Judge scores

  • claude-haiku-4-5 (acc 0.0, gnd 0.0) — 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. 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
    rejected: “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.”
  • Gemini 2.5 Flash (acc 1.0, gnd 1.0)
  • GPT-5-mini (acc 1.0, gnd 1.0)
  • deepseek-v3.2 (acc 0.0, gnd 0.5) — The answer invents a service name not in the brief. The answer overclaims by implying a standard deliverable format for Analytics service.
    rejected: “If we are working on our Analytics service”
Claude Sonnet 5 PASS · accuracy 100% · groundedness 100% · 3,762ms
It depends on the engagement. Evaluation work typically produces a written findings report with failure analysis and prioritised recommendations, while ongoing measurement work — usage, cost, or operational analytics — tends to lean toward dashboards and visualisation so people can track things over time. The published Ada comparison on the site is a good example of the reporting style: accuracy, groundedness, latency and cost per thousand conversations, with disagreement between judges shown rather than smoothed over. The exact format is agreed up front in the Define step, so it matches what you actually need to act on, not a fixed template.

Judge scores

  • claude-haiku-4-5 (acc 1.0, gnd 1.0)
  • Gemini 2.5 Flash (acc 1.0, gnd 1.0)
  • GPT-5-mini (acc 1.0, gnd 1.0)
  • deepseek-v3.2 (acc 1.0, gnd 1.0)
Claude Sonnet 4.6 PASS · accuracy 100% · groundedness 100% · 3,631ms
It depends on what the engagement calls for. Written findings with prioritised recommendations are the usual anchor — something Phil can walk a client through and that stands on its own as a record. Where ongoing visibility matters, that might extend to dashboards or data visualisation work. The format is agreed as part of scoping, so it fits what the client actually needs to act on rather than a standard template.

Judge scores

  • claude-haiku-4-5 (acc 1.0, gnd 1.0)
  • Gemini 2.5 Flash (acc 1.0, gnd 1.0)
  • GPT-5-mini (acc 1.0, gnd 1.0)
  • deepseek-v3.2 (acc 1.0, gnd 1.0)
GPT-5.5 FAIL · accuracy 50% · groundedness 50% · 3,134ms
Usually a written report or findings deck, with the evidence behind it clearly traceable. For AI Evaluation & Testing, Phil would typically define the test set, scoring method, failure analysis and recommendations up front, then deliver the results in a form the client can use internally. For analytics or cost work, dashboards or data extracts may also be part of the deliverable if that is what the engagement needs.

Judge scores

  • claude-haiku-4-5 (acc 0.0, gnd 0.0) — Ada attributes a statement to Phil ('Phil would typically define...') that the brief does not support. Ada invents a personal preference or typical practice for Phil that is not stated in the brief, violating the instruction not to attribute opinions or recommendations to him beyond what is written.
    rejected: “Phil would typically define the test set, scoring method, failure analysis and recommendations up front”
  • Gemini 2.5 Flash (acc 1.0, gnd 0.5) — The answer implies that Phil personally defines the test set, scoring method, failure analysis, and recommendations for AI Evaluation & Testing, which is a slight overclaim of his specific role in every engagement, even though it aligns with the overall process.
    rejected: “For AI Evaluation & Testing, Phil would typically define the test set, scoring method, failure analysis and recommendations up front, then deliver the results in a form the client can use internally.”
  • GPT-5-mini (acc 1.0, gnd 1.0)
  • deepseek-v3.2 (acc 0.0, gnd 0.5) — The answer attributes a specific action to Phil that the brief does not state. The answer overclaims by stating a typical process for Phil that the brief does not support.
    rejected: “Phil would typically define the test set, scoring method, failure analysis and recommendations up front”
Claude Opus 5 FAIL · accuracy 75% · groundedness 88% · 2,769ms
That level of detail isn't something I can confirm — the brief I work from says engagements are scoped up front with agreed deliverables, effort and cost, but not what shape they take. What I can say is that the Recommend step delivers evidence, findings and prioritised recommendations, and that Analytics & Decision Support work has included dashboards and visualisation. Phil is the one to ask for specifics on a given engagement — phil@trompit.com.au.

Judge scores

  • claude-haiku-4-5 (acc 1.0, gnd 1.0)
  • Gemini 2.5 Flash (acc 1.0, gnd 1.0)
  • GPT-5-mini (acc 1.0, gnd 1.0)
  • deepseek-v3.2 (acc 0.0, gnd 0.5) — The answer incorrectly states the brief doesn't specify deliverable formats when it does. The answer overclaims by stating the brief is silent on a topic it actually addresses.
    rejected: “the brief I work from says engagements are scoped up front with agreed deliverables, effort and cost, but not what shape they take”
HOW-015We'd need you to work within our existing project management tools and cadence. Is that flexible for you?
• Gemini 3.5 Flash-Lite• Qwen 3 235B• Gemini 3.5 Flash✓ Sonnet 5✓ Sonnet 4.6✓ GPT-5.5✓ Opus 5 4 confirmed · 6 likely of 7
Gemini 3.5 Flash-Lite FAIL · accuracy 100% · groundedness 88% · 1,338ms
Phil works directly with organisations or as a specialist advisor within existing consulting and delivery teams, so adapting to your tools and cadence is straightforward. If you share your name and email address, I can pass your details along so Phil can discuss how that would work for your project.

Judge scores

  • claude-haiku-4-5 (acc 1.0, gnd 0.5) — Ada asserts that adapting to client tools and cadence is 'straightforward' without evidence from the brief to support this characterization; the brief states Phil works in these modes but does not confirm flexibility or ease of adaptation.
    rejected: “adapting to your tools and cadence is straightforward”
  • Gemini 2.5 Flash (acc 1.0, gnd 1.0)
  • GPT-5-mini (acc 1.0, gnd 1.0)
  • deepseek-v3.2 (acc 1.0, gnd 1.0)
Qwen 3 235B FAIL · accuracy 75% · groundedness 62% · 3,232ms
Tromp IT works to fit client processes, including using existing project management tools and aligning with established cadences. Phil has collaborated within diverse delivery environments, often as a specialist advisor embedded in broader teams.

Judge scores

  • claude-haiku-4-5 (acc 0.0, gnd 0.0) — Ada claims Tromp IT 'works to fit client processes' and uses 'existing project management tools', but the brief does not state this capability. Ada invents a commitment about flexibility with client tools and processes that is not supported by the brief. The brief describes how engagements are structured and delivered, but never claims Tromp IT adapts to client PM tools or cadences.
    rejected: “Tromp IT works to fit client processes, including using existing project management tools and aligning with established cadences.”
  • Gemini 2.5 Flash (acc 1.0, gnd 1.0)
  • GPT-5-mini (acc 1.0, gnd 0.5) — The brief implies flexibility to work in client environments but does not explicitly say Tromp IT will use clients' project management tools or align with their cadences.
    rejected: “including using existing project management tools and aligning with established cadences.”
  • deepseek-v3.2 (acc 1.0, gnd 1.0)
Gemini 3.5 Flash FAIL · accuracy 75% · groundedness 75% · 2,166ms
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. To see if this would be a good fit, what kind of project management tools and cadence do you currently use?

Judge scores

  • claude-haiku-4-5 (acc 0.0, gnd 0.0) — Ada claims Phil can design engagement architecture to operate within client security controls, but the brief does not establish this as a confirmed capability. 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.
    rejected: “Phil can design the engagement architecture and delivery cadence to operate entirely within your project management tools and security controls.”
  • Gemini 2.5 Flash (acc 1.0, gnd 1.0)
  • GPT-5-mini (acc 1.0, gnd 1.0)
  • deepseek-v3.2 (acc 1.0, gnd 1.0)
Claude Sonnet 5 PASS · accuracy 100% · groundedness 100% · 4,055ms
Broadly, yes — Tromp IT works both directly with organisations and as a specialist subcontractor inside consulting and delivery teams, so fitting into an existing PM setup and cadence is normal rather than the exception. The specifics of how that looks — tools, reporting rhythm, meeting cadence — would get worked out in the Define step, once we know the scope and deliverables. If you want, tell me a bit about the system you're looking to evaluate and I can give you a clearer sense of fit.

Judge scores

  • claude-haiku-4-5 (acc 1.0, gnd 1.0)
  • Gemini 2.5 Flash (acc 1.0, gnd 1.0)
  • GPT-5-mini (acc 1.0, gnd 1.0)
  • deepseek-v3.2 (acc 1.0, gnd 1.0)
Claude Sonnet 4.6 PASS · accuracy 100% · groundedness 100% · 3,931ms
That's a question best answered by Phil directly, since working arrangements are his call — I can't make commitments on Tromp IT's behalf. What I can say is that Tromp IT works both directly with organisations and as a specialist within existing delivery teams, so fitting into a broader project structure is something Phil has done before. Reaching him at phil@trompit.com.au is the quickest way to talk through how an engagement might work in practice.

Judge scores

  • claude-haiku-4-5 (acc 1.0, gnd 1.0)
  • Gemini 2.5 Flash (acc 1.0, gnd 1.0)
  • GPT-5-mini (acc 1.0, gnd 1.0)
  • deepseek-v3.2 (acc 1.0, gnd 1.0)
GPT-5.5 PASS · accuracy 100% · groundedness 100% · 3,036ms
Yes, that is generally flexible. Tromp IT works both directly with organisations and as a specialist within existing consulting or delivery teams, so fitting into a client's project cadence is normal. Phil would still want the evaluation scope, deliverables and decision points agreed up front, so the work stays evidence-based rather than becoming open-ended project support.

Judge scores

  • claude-haiku-4-5 (acc 1.0, gnd 1.0)
  • Gemini 2.5 Flash (acc 1.0, gnd 1.0)
  • GPT-5-mini (acc 1.0, gnd 1.0)
  • deepseek-v3.2 (acc 1.0, gnd 1.0)
Claude Opus 5 PASS · accuracy 100% · groundedness 100% · 3,201ms
That's a practical question about how an engagement runs day to day, and it's not something I can commit to on Phil's behalf. What I can say is that engagements are scoped up front — scope, deliverables, effort and cost agreed before work starts — and Tromp IT works both directly with organisations and as a specialist subcontractor inside consulting and delivery teams, so fitting into someone else's delivery rhythm isn't unfamiliar territory. The specifics are best put to Phil directly at phil@trompit.com.au.

Judge scores

  • claude-haiku-4-5 (acc 1.0, gnd 1.0)
  • Gemini 2.5 Flash (acc 1.0, gnd 1.0)
  • GPT-5-mini (acc 1.0, gnd 1.0)
  • deepseek-v3.2 (acc 1.0, gnd 1.0)
HOW-016Is there a retainer option if we want ongoing access rather than a one-off engagement?
• Gemini 3.5 Flash-Lite✗ Qwen 3 235B✗ Gemini 3.5 Flash✓ Sonnet 5✓ Sonnet 4.6✓ GPT-5.5✓ Opus 5 4 confirmed · 4 likely of 7
Gemini 3.5 Flash-Lite FAIL · accuracy 50% · groundedness 62% · 1,293ms
Tromp IT structures work around specific deliverables rather than ongoing retainers, so engagements are scoped individually for the problem at hand. Phil can also help you set up an internal platform if you need continuous testing at scale. What sort of system are you looking to evaluate?

Judge scores

  • claude-haiku-4-5 (acc 0.0, gnd 0.0) — Ada claims Tromp IT structures work around specific deliverables rather than retainers, but the brief does not state this as a policy or structural choice. Ada invents a policy position ('structures work around specific deliverables rather than ongoing retainers') that is not in the brief, and overstates capability by implying Phil can 'help you set up an internal platform' when the brief only says he can advise on platforms.
    rejected: “Tromp IT structures work around specific deliverables rather than ongoing retainers, so engagements are scoped individually for the problem at hand. Phil can also help you set up an internal platform if you need continuous testing at scale.”
  • Gemini 2.5 Flash (acc 1.0, gnd 1.0)
  • GPT-5-mini (acc 1.0, gnd 1.0)
  • deepseek-v3.2 (acc 0.0, gnd 0.5) — The answer incorrectly states Phil can help set up an internal platform. The answer overclaims by implying a service (platform setup) that Tromp IT does not provide.
    rejected: “Phil can also help you set up an internal platform if you need continuous testing at scale.”
Qwen 3 235B FAIL · accuracy 0% · groundedness 25% · 3,559ms
Ongoing access is supported through platform-based evaluation, where Tromp IT helps set up structured, scalable testing using tools like the Hoot platform — Phil played a key role in shaping Hoot, though it's not a Tromp IT product. This approach supports continuous evaluation without requiring a retainer. Phil typically structures engagements around defined outcomes rather than time-based retainers, focusing on evidence and impact.

Judge scores

  • claude-haiku-4-5 (acc 0.0, gnd 0.0) — Ada invents a claim about Phil's engagement philosophy that is not stated in the brief. Ada fabricates a substantive commitment about how Phil structures engagements, overstepping what the brief supports.
    rejected: “Phil typically structures engagements around defined outcomes rather than time-based retainers, focusing on evidence and impact.”
  • Gemini 2.5 Flash (acc 0.0, gnd 0.0) — The answer claims that platform-based evaluation supports continuous evaluation without requiring a retainer, and that Phil typically structures engagements around defined outcomes rather than time-based retainers. The brief does not mention retainers at all, nor does it state how Phil structures en The answer invents information about retainers and how Phil structures engagements, which is not supported by the brief.
    rejected: “This approach supports continuous evaluation without requiring a retainer. Phil typically structures engagements around defined outcomes rather than time-based retainers, focusing on evidence and impact.”
  • GPT-5-mini (acc 0.0, gnd 0.5) — The platform-based evaluation and Hoot references are correct, but the reply asserts 'no retainer' and a 'typical' way Phil structures engagements that the brief does not state. The answer overstates Tromp IT's stance on retainers and attributes a typical engagement style to Phil that is not supported by the brief.
    rejected: “This approach supports continuous evaluation without requiring a retainer. Phil typically structures engagements around defined outcomes rather than time-based retainers, focusing on evidence and impact.”
  • deepseek-v3.2 (acc 0.0, gnd 0.5) — The brief does not state that Phil typically structures engagements around defined outcomes rather than time-based retainers. The answer attributes a typical practice or preference to Phil that the brief does not support.
    rejected: “Phil typically structures engagements around defined outcomes rather than time-based retainers, focusing on evidence and impact.”
Gemini 3.5 Flash FAIL · accuracy 50% · groundedness 38% · 2,161ms
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. I 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?

Judge scores

  • claude-haiku-4-5 (acc 0.0, gnd 0.0) — 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. 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.'
    rejected: “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.”
  • Gemini 2.5 Flash (acc 1.0, gnd 0.5) — 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.
    rejected: “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.”
  • GPT-5-mini (acc 1.0, gnd 0.5) — The assistant added specific retainer terms ('set number of hours... each month') that are not stated in the brief.
    rejected: “We typically define a set number of hours or a specific scope of support each month so you have dedicated time secured.”
  • deepseek-v3.2 (acc 0.0, gnd 0.5) — The brief does not state that retainer agreements are offered. The answer implies a standard service offering not described in the brief.
    rejected: “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.”
Claude Sonnet 5 PASS · accuracy 100% · groundedness 100% · 3,237ms
I can't quote pricing or engagement structures like retainers — those are things Phil scopes individually with each organisation. What I can say is that Tromp IT does distinguish bespoke evaluation from platform-based evaluation for ongoing, structured testing at scale, which sounds closer to what you're describing. The best move is to put the question directly to Phil at phil@trompit.com.au, or I can pass your details along if you'd like him to reach out.

Judge scores

  • claude-haiku-4-5 (acc 1.0, gnd 1.0)
  • Gemini 2.5 Flash (acc 1.0, gnd 1.0)
  • GPT-5-mini (acc 1.0, gnd 1.0)
  • deepseek-v3.2 (acc 1.0, gnd 1.0)
Claude Sonnet 4.6 PASS · accuracy 100% · groundedness 100% · 4,070ms
Retainer or ongoing access arrangements aren't something I can confirm as a standard offering — engagements are scoped individually, so the shape of any ongoing work would be something to work out directly with Phil. It's worth raising with him, because the need for continuous or recurring evaluation is exactly the kind of thing that might suit a platform-based approach rather than bespoke one-off work. Phil can be reached at phil@trompit.com.au.

Judge scores

  • claude-haiku-4-5 (acc 1.0, gnd 1.0)
  • Gemini 2.5 Flash (acc 1.0, gnd 1.0)
  • GPT-5-mini (acc 1.0, gnd 1.0)
  • deepseek-v3.2 (acc 1.0, gnd 1.0)
GPT-5.5 PASS · accuracy 100% · groundedness 100% · 2,643ms
Tromp IT scopes engagements up front with agreed deliverables, effort and cost, so I can’t confirm a standard retainer model. If you need ongoing access for repeated AI testing, the closest fit may be platform-based evaluation, where Phil can advise on the right setup without reselling a product. For commercial arrangements like retainers, it’s best to ask Phil directly at phil@trompit.com.au.

Judge scores

  • claude-haiku-4-5 (acc 1.0, gnd 1.0)
  • Gemini 2.5 Flash (acc 1.0, gnd 1.0)
  • GPT-5-mini (acc 1.0, gnd 1.0)
  • deepseek-v3.2 (acc 1.0, gnd 1.0)
Claude Opus 5 PASS · accuracy 100% · groundedness 100% · 3,141ms
I can't confirm a retainer arrangement — engagement structures aren't something this brief covers, so Phil is the one to ask. What I can say is that Tromp IT handles ongoing needs in two ways: bespoke evaluation for a specific system, and platform-based evaluation where the need is structured testing at scale over time. Phil can advise on the right platform and help you get set up, without reselling anything. You can reach him directly at phil@trompit.com.au.

Judge scores

  • claude-haiku-4-5 (acc 1.0, gnd 1.0)
  • Gemini 2.5 Flash (acc 1.0, gnd 1.0)
  • GPT-5-mini (acc 1.0, gnd 1.0)
  • deepseek-v3.2 (acc 1.0, gnd 1.0)
HOW-017What information do you typically need from us before you can put together a quote?
✓ Gemini 3.5 Flash-Lite✓ Qwen 3 235B• Gemini 3.5 Flash✓ Sonnet 5✓ Sonnet 4.6• GPT-5.5✓ Opus 5 5 confirmed · 7 likely of 7
Gemini 3.5 Flash-Lite PASS · accuracy 100% · groundedness 100% · 1,305ms
Phil starts with the problem you are trying to solve and the evidence you need to see. From there, he works out what scope, test data, and methods are required so everything is agreed before work begins. If you would like to share a bit about the system you are looking at, we can take it from there.

Judge scores

  • claude-haiku-4-5 (acc 1.0, gnd 1.0)
  • Gemini 2.5 Flash (acc 1.0, gnd 1.0)
  • GPT-5-mini (acc 1.0, gnd 1.0)
  • deepseek-v3.2 (acc 1.0, gnd 1.0)
Qwen 3 235B PASS · accuracy 100% · groundedness 100% · 2,984ms
Tromp IT doesn't work from standard quotes — each engagement is scoped individually based on the problem, evidence needs and system in question. Phil starts by understanding your goals, the AI or data system involved, and what success looks like, then agrees on scope, methods and deliverables upfront. Pricing isn't estimated in isolation — it's set once the work is defined.

Judge scores

  • claude-haiku-4-5 (acc 1.0, gnd 1.0)
  • Gemini 2.5 Flash (acc 1.0, gnd 1.0)
  • GPT-5-mini (acc 1.0, gnd 1.0)
  • deepseek-v3.2 (acc 1.0, gnd 1.0)
Gemini 3.5 Flash FAIL · accuracy 75% · groundedness 75% · 1,935ms
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. This 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?

Judge scores

  • claude-haiku-4-5 (acc 0.0, gnd 0.0) — Ada claims Phil needs to understand specific problems and success criteria before quoting, but the brief explicitly forbids quoting pricing at all. 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.
    rejected: “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.”
  • Gemini 2.5 Flash (acc 1.0, gnd 1.0)
  • GPT-5-mini (acc 1.0, gnd 1.0)
  • deepseek-v3.2 (acc 1.0, gnd 1.0)
Claude Sonnet 5 PASS · accuracy 100% · groundedness 100% · 4,030ms
To scope an engagement properly, the key things needed are what system or data problem you want looked at, what "working well" would mean for it, and any constraints around data access or environment. That's essentially the Understand and Define steps — agreeing scope, success criteria, test data and deliverables before work starts. I can't quote anything myself, but if you share a bit about what you're looking at, I can pass it to Phil at phil@trompit.com.au for a proper scoping conversation.

Judge scores

  • claude-haiku-4-5 (acc 1.0, gnd 1.0)
  • Gemini 2.5 Flash (acc 1.0, gnd 1.0)
  • GPT-5-mini (acc 1.0, gnd 1.0)
  • deepseek-v3.2 (acc 1.0, gnd 1.0)
Claude Sonnet 4.6 PASS · accuracy 100% · groundedness 100% · 4,282ms
Phil scopes each engagement individually, so the more useful starting point is understanding the problem rather than filling in a form. The key things that shape scope and effort are: what system needs to be evaluated, what you already know about how it's performing, and what decisions you need the evaluation to inform. If you want to start that conversation directly, you can reach Phil at phil@trompit.com.au — or if you'd like, share a bit of your situation here and I can help work out what kind of engagement might fit.

Judge scores

  • claude-haiku-4-5 (acc 1.0, gnd 1.0)
  • Gemini 2.5 Flash (acc 1.0, gnd 1.0)
  • GPT-5-mini (acc 1.0, gnd 1.0)
  • deepseek-v3.2 (acc 1.0, gnd 1.0)
GPT-5.5 FAIL · accuracy 75% · groundedness 75% · 2,589ms
To scope a quote, Phil would usually need a clear description of the system or problem, what evidence you need, and what decisions the work is meant to support. For AI Evaluation & Testing, that usually means the type of system, expected behaviours, available test data, access constraints, and the deliverables you want. Tromp IT scopes engagements up front, with agreed effort, cost and outputs before work begins.

Judge scores

  • claude-haiku-4-5 (acc 0.0, gnd 0.0) — Ada attributes a specific quoting process to Phil ('Phil would usually need') that is not stated in the brief, and invents detail about what Phil typically requires. Ada fabricates Phil's typical requirements and decision-making process beyond what the brief supports, and makes commitments about scoping that go beyond the brief's scope statement.
    rejected: “To scope a quote, Phil would usually need a clear description of the system or problem, what evidence you need, and what decisions the work is meant to support.”
  • Gemini 2.5 Flash (acc 1.0, gnd 1.0)
  • GPT-5-mini (acc 1.0, gnd 1.0)
  • deepseek-v3.2 (acc 1.0, gnd 1.0)
Claude Opus 5 PASS · accuracy 100% · groundedness 100% · 2,900ms
Typically it starts with the problem and the evidence you need — what system you're running, what "working properly" means for it, and what decision the results have to support. From there the Define step pins down scope, success criteria, test data, methods and deliverables, and cost is agreed against that before any work begins. Phil does the scoping himself, so the fastest path is to send him an outline at phil@trompit.com.au — I can't quote or estimate on his behalf.

Judge scores

  • claude-haiku-4-5 (acc 1.0, gnd 1.0)
  • Gemini 2.5 Flash (acc 1.0, gnd 1.0)
  • GPT-5-mini (acc 1.0, gnd 1.0)
  • deepseek-v3.2 (acc 1.0, gnd 1.0)
HOW-018Do you ever do a paid discovery phase before committing to the full engagement?
• Gemini 3.5 Flash-Lite✗ Qwen 3 235B• Gemini 3.5 Flash✓ Sonnet 5• Sonnet 4.6• GPT-5.5✓ Opus 5 2 confirmed · 4 likely of 7
Gemini 3.5 Flash-Lite FAIL · accuracy 75% · groundedness 62% · 1,403ms
Yes, that is a common way Tromp IT structures engagements, starting with the understand and define steps before any broader work begins. It lets both sides agree on scope, success criteria, and deliverables first. If you have a specific project in mind, let me know what you're looking to evaluate.

Judge scores

  • claude-haiku-4-5 (acc 0.0, gnd 0.0) — Ada claims paid discovery phases are 'a common way Tromp IT structures engagements,' but the brief does not state this or describe discovery as a paid phase option. Ada invents a pricing/engagement structure (paid discovery phase) not mentioned in the brief, and overstates it as common practice without evidence.
    rejected: “Yes, that is a common way Tromp IT structures engagements, starting with the understand and define steps before any broader work begins.”
  • Gemini 2.5 Flash (acc 1.0, gnd 1.0)
  • GPT-5-mini (acc 1.0, gnd 0.5) — The brief describes starting with Understand and Define and scoping work, but it does not explicitly state that initial discovery phases are paid.
    rejected: “Yes, that is a common way Tromp IT structures engagements, starting with the understand and define steps before any broader work begins.”
  • deepseek-v3.2 (acc 1.0, gnd 1.0)
Qwen 3 235B FAIL · accuracy 25% · groundedness 50% · 2,222ms
Tromp IT doesn’t run paid discovery phases — engagements start with a clear scope, deliverables and cost agreed upfront. Phil prefers to define the work together based on the problem and evidence needed, then move straight to the four-step process: Understand, Define, Evaluate, Recommend.

Judge scores

  • claude-haiku-4-5 (acc 0.0, gnd 0.0) — Ada invents a claim about Phil's preference that is not stated in the brief. Ada attributes a personal preference to Phil ('Phil prefers to define the work together') that the brief does not support, violating the instruction not to invent opinions or preferences beyond what is written.
    rejected: “Phil prefers to define the work together based on the problem and evidence needed, then move straight to the four-step process”
  • Gemini 2.5 Flash (acc 1.0, gnd 1.0)
  • GPT-5-mini (acc 0.0, gnd 0.5) — The brief does not state Tromp IT 'doesn’t run paid discovery phases', so that claim is unsupported. The reply correctly cites that engagements are scoped up front and the four-step process, but it overstates by denying paid discovery phases and attributing a preference to Phil that the brief does not record.
    rejected: “Tromp IT doesn’t run paid discovery phases”
  • deepseek-v3.2 (acc 0.0, gnd 0.5) — The brief does not state that Tromp IT does not run paid discovery phases. The answer overclaims by stating a definitive preference not supported by the brief.
    rejected: “Tromp IT doesn’t run paid discovery phases — engagements start with a clear scope, deliverables and cost agreed upfront. Phil prefers to define the work together based on the problem and evidence needed, then move straight to the four-step process”
Gemini 3.5 Flash FAIL · accuracy 50% · groundedness 62% · 1,944ms
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.

Judge scores

  • claude-haiku-4-5 (acc 0.0, gnd 0.0) — 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. Ada invents a specific practice pattern and commits on Phil's behalf to a pricing/engagement structure not stated in the brief.
    rejected: “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.”
  • Gemini 2.5 Flash (acc 1.0, gnd 1.0)
  • GPT-5-mini (acc 1.0, gnd 1.0)
  • deepseek-v3.2 (acc 0.0, gnd 0.5) — The answer claims a specific pricing structure for a discovery phase. The answer implies a standard offering and certainty about Phil's typical approach.
    rejected: “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.”
Claude Sonnet 5 PASS · accuracy 100% · groundedness 100% · 3,632ms
I can't confirm anything about how phases are priced or structured commercially — pricing and engagement structure are things Phil scopes individually per client. What I can tell you is the general shape of the work: it starts with an Understand step to nail down the problem and evidence needed, then Define, where scope, success criteria and deliverables are agreed before the real work begins. Whether that upfront step is separately paid or folded into the engagement is a question for Phil directly at phil@trompit.com.au.

Judge scores

  • claude-haiku-4-5 (acc 1.0, gnd 1.0)
  • Gemini 2.5 Flash (acc 1.0, gnd 1.0)
  • GPT-5-mini (acc 1.0, gnd 1.0)
  • deepseek-v3.2 (acc 1.0, gnd 1.0)
Claude Sonnet 4.6 FAIL · accuracy 75% · groundedness 88% · 3,446ms
That's not something this brief covers in detail, so I'd rather not guess at how Phil structures it — engagement shape and pricing are best asked of him directly. If you'd like to put the question to him, you can reach him at phil@trompit.com.au. Or if it's easier, share your name and email and I can make sure he gets the context of your enquiry too.

Judge scores

  • claude-haiku-4-5 (acc 1.0, gnd 1.0)
  • Gemini 2.5 Flash (acc 1.0, gnd 1.0)
  • GPT-5-mini (acc 1.0, gnd 1.0)
  • deepseek-v3.2 (acc 0.0, gnd 0.5) — The answer incorrectly states the brief does not cover the topic. The answer overclaims by implying the brief is silent on engagement structure.
    rejected: “That's not something this brief covers in detail”
GPT-5.5 FAIL · accuracy 75% · groundedness 75% · 1,932ms
Yes — Tromp IT can scope work up front before a larger engagement, with agreed deliverables, effort and cost. That fits the Understand and Define stages: clarifying the problem, evidence needed, success criteria, test data and method before evaluation begins. Phil Robin would normally be the right person to confirm the shape of that paid discovery for your situation.

Judge scores

  • claude-haiku-4-5 (acc 0.0, gnd 0.0) — Ada claims Tromp IT can scope work with 'agreed deliverables, effort and cost' as a paid discovery phase, but the brief does not state that Tromp IT offers paid discovery phases or that engagements can be scoped in stages before commitment. Ada invents a service structure (paid discovery before full engagement) not described in the brief. The brief states engagements are 'scoped up front with agreed deliverables, effort and cost' but does not support the claim that this happens as a separate paid discovery phase preceding a larger enga
    rejected: “Tromp IT can scope work up front before a larger engagement, with agreed deliverables, effort and cost.”
  • Gemini 2.5 Flash (acc 1.0, gnd 1.0)
  • GPT-5-mini (acc 1.0, gnd 1.0)
  • deepseek-v3.2 (acc 1.0, gnd 1.0)
Claude Opus 5 PASS · accuracy 100% · groundedness 100% · 2,529ms
Engagements are scoped up front with agreed deliverables, effort and cost, and that scoping follows the Understand and Define steps — starting with the problem and the evidence you need, then agreeing success criteria, test data and methods before work begins. Whether that front end is structured as a separate paid discovery isn't something I can confirm; commercial arrangements are Phil's to set. He's phil@trompit.com.au if you want to put the question to him directly.

Judge scores

  • claude-haiku-4-5 (acc 1.0, gnd 1.0)
  • Gemini 2.5 Flash (acc 1.0, gnd 1.0)
  • GPT-5-mini (acc 1.0, gnd 1.0)
  • deepseek-v3.2 (acc 1.0, gnd 1.0)
HOW-019If we're under time pressure, what's the fastest you can realistically turn around an engagement without cutting corners?
• Gemini 3.5 Flash-Lite✗ Qwen 3 235B✗ Gemini 3.5 Flash✓ Sonnet 5• Sonnet 4.6• GPT-5.5✓ Opus 5 2 confirmed · 5 likely of 7
Gemini 3.5 Flash-Lite FAIL · accuracy 75% · groundedness 75% · 1,315ms
That depends entirely on what needs to be tested and whether your test data is ready to go. Phil can scope a targeted evaluation quickly, but a rigorous assessment still needs enough time to examine failures properly.

Judge scores

  • claude-haiku-4-5 (acc 0.0, gnd 0.0) — Ada commits on Phil's behalf to scoping timelines and turnaround, which the brief explicitly forbids. The answer makes a substantive commitment about engagement speed and scoping that exceeds what the brief supports and violates the boundary against committing on Phil's behalf.
    rejected: “Phil can scope a targeted evaluation quickly, but a rigorous assessment still needs enough time to examine failures properly.”
  • Gemini 2.5 Flash (acc 1.0, gnd 1.0)
  • GPT-5-mini (acc 1.0, gnd 1.0)
  • deepseek-v3.2 (acc 1.0, gnd 1.0)
Qwen 3 235B FAIL · accuracy 0% · groundedness 12% · 3,231ms
Phil typically starts with a clear scope and agreed success criteria, so even under time pressure the four-step process isn’t shortened — but it can move quickly. For a well-defined system like a chatbot or RAG pipeline, initial findings can be ready in under a week.

Judge scores

  • claude-haiku-4-5 (acc 0.0, gnd 0.0) — Ada attributes a preference or typical approach to Phil that is not stated in the brief. Ada invents a specific timeframe ('under a week') and commits to delivery speed on Phil's behalf, neither of which the brief supports.
    rejected: “Phil typically starts with a clear scope and agreed success criteria, so even under time pressure the four-step process isn't shortened — but it can move quickly. For a well-defined system like a chatbot or RAG pipeline, initial findings can be ready in under a week.”
  • Gemini 2.5 Flash (acc 0.0, gnd 0.0) — The brief does not state that initial findings can be ready in under a week for any type of system. The answer invents a specific timeframe for engagement delivery that is not supported by the brief.
    rejected: “For a well-defined system like a chatbot or RAG pipeline, initial findings can be ready in under a week.”
  • GPT-5-mini (acc 0.0, gnd 0.0) — The answer gives a specific turnaround time that is not stated in the brief and thus is an invented claim. The reply commits to a delivery timescale, which the brief forbids making on Tromp IT's behalf.
    rejected: “For a well-defined system like a chatbot or RAG pipeline, initial findings can be ready in under a week.”
  • deepseek-v3.2 (acc 0.0, gnd 0.5) — The answer attributes a typical action to Phil that the brief does not state. The answer implies a specific, guaranteed timeframe not supported by the brief.
    rejected: “Phil typically starts with a clear scope and agreed success criteria”
Gemini 3.5 Flash FAIL · accuracy 50% · groundedness 50% · 2,302ms
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.

Judge scores

  • claude-haiku-4-5 (acc 0.0, gnd 0.0) — Ada commits on Phil's behalf to a timeline and delivery approach without authority to do so. Ada invents a specific compression strategy (synthetic/representative test data to avoid approvals) and implies a typical timeline, neither of which the brief supports.
    rejected: “For a time-critical evaluation, we would typically compress the timeline by using representative or synthetic test data to avoid lengthy data access approvals.”
  • Gemini 2.5 Flash (acc 1.0, gnd 0.5) — 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.
    rejected: “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.”
  • GPT-5-mini (acc 1.0, gnd 1.0)
  • deepseek-v3.2 (acc 0.0, gnd 0.5) — The answer makes a commitment about Phil's timeline. It implies a capability to check and commit to a specific delivery speed.
    rejected: “I can check how quickly Phil could realistically deliver.”
Claude Sonnet 5 PASS · accuracy 100% · groundedness 100% · 4,468ms
Timelines aren't something I can commit to on Phil's behalf — engagements are scoped individually, so speed depends on the system's complexity, what test data is available, and how clear the success criteria already are. What I can say is that the process itself (Understand, Define, Evaluate, Recommend) is designed to front-load the scoping so there are no surprises mid-engagement, which is usually what blows out timelines on evaluation work. If time pressure is real, the fastest path is to email Phil directly at phil@trompit.com.au with what you're working against — he's the one who can tell you what's realistic.

Judge scores

  • claude-haiku-4-5 (acc 1.0, gnd 1.0)
  • Gemini 2.5 Flash (acc 1.0, gnd 1.0)
  • GPT-5-mini (acc 1.0, gnd 1.0)
  • deepseek-v3.2 (acc 1.0, gnd 1.0)
Claude Sonnet 4.6 FAIL · accuracy 100% · groundedness 88% · 5,827ms
Turnaround depends heavily on what's being evaluated — a focused assessment of a single chatbot with well-defined test cases is a very different scope from a full RAG pipeline comparison across multiple models. The Define step (agreeing scope, success criteria, test data and deliverables) is what protects quality, and compressing that is where corners actually get cut. That said, Phil has the experience to move quickly once scope is clear — the question worth asking is whether your test data exists already or needs to be designed from scratch, because that's usually the longest lead-time item. If you can share a bit about what you need evaluated and what's driving the deadline, it'll be much easier to say whether the timeline is realistic.

Judge scores

  • claude-haiku-4-5 (acc 1.0, gnd 1.0)
  • Gemini 2.5 Flash (acc 1.0, gnd 1.0)
  • GPT-5-mini (acc 1.0, gnd 0.5) — The claim that test data is "usually the longest lead-time item" is not stated in the brief and is an operational inference beyond the source.
    rejected: “because that's usually the longest lead-time item.”
  • deepseek-v3.2 (acc 1.0, gnd 1.0)
GPT-5.5 FAIL · accuracy 75% · groundedness 75% · 2,802ms
The fastest honest path is a tightly scoped evaluation, not a compressed version of a large one. Phil would first lock down the question, evidence needed, test set and deliverables, then focus the work on the highest-risk behaviours. I can’t promise availability or dates here, but Tromp IT scopes engagements up front so speed does not come from skipping method or hiding uncertainty.

Judge scores

  • claude-haiku-4-5 (acc 0.0, gnd 0.0) — Ada attributes a specific approach and decision-making process to Phil that is not stated in the brief. Ada invents a substantive claim about how Phil would handle time-pressured engagements ('lock down the question, evidence needed, test set and deliverables, then focus the work on the highest-risk behaviours') that goes beyond what the brief supports.
    rejected: “Phil would first lock down the question, evidence needed, test set and deliverables, then focus the work on the highest-risk behaviours.”
  • Gemini 2.5 Flash (acc 1.0, gnd 1.0)
  • GPT-5-mini (acc 1.0, gnd 1.0)
  • deepseek-v3.2 (acc 1.0, gnd 1.0)
Claude Opus 5 PASS · accuracy 100% · groundedness 100% · 3,124ms
That's not something I can commit to — timelines depend entirely on scope, and Phil scopes each engagement individually with agreed deliverables, effort and cost before work starts. What I can say is that the Define step exists precisely so speed doesn't come at the cost of rigour: success criteria, test data and methods get agreed up front rather than discovered halfway through. If you tell me a bit about the system and the deadline you're working to, I can pass that to Phil — or you can reach him directly at phil@trompit.com.au.

Judge scores

  • claude-haiku-4-5 (acc 1.0, gnd 1.0)
  • Gemini 2.5 Flash (acc 1.0, gnd 1.0)
  • GPT-5-mini (acc 1.0, gnd 1.0)
  • deepseek-v3.2 (acc 1.0, gnd 1.0)
HOW-020Who owns the work product at the end — us, or do you retain any rights to the methodology or outputs?
✗ Gemini 3.5 Flash-Lite✗ Qwen 3 235B✗ Gemini 3.5 Flash✓ Sonnet 5✓ Sonnet 4.6✓ GPT-5.5✓ Opus 5 4 confirmed · 4 likely of 7
Gemini 3.5 Flash-Lite FAIL · accuracy 25% · groundedness 38% · 1,227ms
You retain full ownership of the evaluation outputs and specific deliverables produced for your organisation. Phil designs engagements so that your team keeps everything tied to your systems. Tromp IT is an independent consultancy focused on measuring AI performance, not retaining rights to your data or bespoke work product.

Judge scores

  • claude-haiku-4-5 (acc 0.0, gnd 0.0) — Ada makes a claim about IP ownership that is not stated in the brief and contradicts the instruction not to invent commitments on Tromp IT's behalf. The brief contains no information about IP ownership, work product rights, or methodology retention. Ada invents a substantive commitment ('You retain full ownership') that the brief explicitly forbids her to make.
    rejected: “You retain full ownership of the evaluation outputs and specific deliverables produced for your organisation.”
  • Gemini 2.5 Flash (acc 0.0, gnd 0.0) — The brief does not contain any information about intellectual property ownership, work product rights, or who retains rights to methodology or outputs. The answer invents substantive detail about work product ownership and intellectual property, which is not covered in the brief.
    rejected: “You retain full ownership of the evaluation outputs and specific deliverables produced for your organisation. Phil designs engagements so that your team keeps everything tied to your systems. Tromp IT is an independent consultancy focused on measuring AI performance, not retaining rights to your data or bespoke work product.”
  • GPT-5-mini (acc 0.0, gnd 0.5) — The reply asserts ownership of deliverables and rights policy that the brief does not state. The assistant overstates Tromp IT's ownership policy beyond what the brief supports.
    rejected: “You retain full ownership of the evaluation outputs and specific deliverables produced for your organisation.”
  • deepseek-v3.2 (acc 1.0, gnd 1.0)
Qwen 3 235B FAIL · accuracy 0% · groundedness 12% · 2,117ms
IP ownership depends on the engagement, and Phil typically negotiates client ownership of deliverables. The methodologies used are standard practice, not proprietary, so no rights are retained over them. For specifics, Phil can confirm the position for your case.

Judge scores

  • claude-haiku-4-5 (acc 0.0, gnd 0.0) — Ada attributes a negotiating position to Phil that the brief does not support. Ada invents a substantive claim about Phil's typical practice that is not stated in the brief.
    rejected: “Phil typically negotiates client ownership of deliverables.”
  • Gemini 2.5 Flash (acc 0.0, gnd 0.0) — The brief explicitly states that if a visitor asks about a capability or topic not covered, Ada should say it's not something she can confirm and defer to Phil. The brief does not cover IP ownership. Ada invents information about IP ownership and methodologies, which is not supported by the brief. The brief explicitly states not to assume or imply capabilities not covered.
    rejected: “IP ownership depends on the engagement, and Phil typically negotiates client ownership of deliverables. The methodologies used are standard practice, not proprietary, so no rights are retained over them.”
  • GPT-5-mini (acc 0.0, gnd 0.0) — The reply asserts specific practices about IP and methodology ownership that are not stated in the brief. The answer overclaims beyond the brief and should have deferred to Phil for specifics about IP terms.
    rejected: “IP ownership depends on the engagement, and Phil typically negotiates client ownership of deliverables. The methodologies used are standard practice, not proprietary, so no rights are retained over them.”
  • deepseek-v3.2 (acc 0.0, gnd 0.5) — The brief explicitly states not to attribute opinions or preferences to Phil. The answer overclaims by stating a typical negotiation position not supported by the brief.
    rejected: “Phil typically negotiates client ownership of deliverables.”
Gemini 3.5 Flash FAIL · accuracy 25% · groundedness 38% · 2,052ms
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. Would you like to connect with Phil directly at phil@trompit.com.au to discuss your specific requirements?

Judge scores

  • claude-haiku-4-5 (acc 0.0, gnd 0.0) — Ada makes a specific claim about IP ownership that is not stated in the brief and contradicts the instruction not to invent commitments. 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.
    rejected: “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.”
  • Gemini 2.5 Flash (acc 1.0, gnd 0.5) — 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 (acc 0.0, gnd 0.5) — The brief does not state Tromp IT guarantees clients 'completely own' engagement outputs, so this is an unsupported claim. The answer overstates IP arrangements; the brief requires deferring unspecified details to Phil rather than asserting them.
    rejected: “At Tromp IT, you completely own the outputs and deliverables from our engagement.”
  • deepseek-v3.2 (acc 0.0, gnd 0.5) — The brief does not state that clients 'completely own' outputs or that deliverables are 'entirely yours'. The answer overclaims by stating a definitive IP ownership position not supported by the brief.
    rejected: “you completely own the outputs and deliverables from our engagement. The specific evaluation reports, data models, and findings are entirely yours.”
Claude Sonnet 5 PASS · accuracy 100% · groundedness 100% · 3,431ms
IP ownership isn't something this brief lets me answer with confidence — it's the kind of contractual detail that should be settled in scoping rather than something I guess at. That's exactly what Phil would work through with you as part of agreeing scope and deliverables up front. Happy to pass this question to him directly if you'd like — his email is phil@trompit.com.au, or I can take your details so he can follow up.

Judge scores

  • claude-haiku-4-5 (acc 1.0, gnd 1.0)
  • Gemini 2.5 Flash (acc 1.0, gnd 1.0)
  • GPT-5-mini (acc 1.0, gnd 1.0)
  • deepseek-v3.2 (acc 1.0, gnd 1.0)
Claude Sonnet 4.6 PASS · accuracy 100% · groundedness 100% · 3,436ms
IP ownership is a legal question this brief doesn't cover, so I can't give you a reliable answer on Tromp IT's behalf. Phil is the right person to address it directly — you can reach him at phil@trompit.com.au. If it's easier, share your name and email and I can make sure he has your details so he can follow up.

Judge scores

  • claude-haiku-4-5 (acc 1.0, gnd 1.0)
  • Gemini 2.5 Flash (acc 1.0, gnd 1.0)
  • GPT-5-mini (acc 1.0, gnd 1.0)
  • deepseek-v3.2 (acc 1.0, gnd 1.0)
GPT-5.5 PASS · accuracy 100% · groundedness 100% · 2,926ms
That’s a contractual point, so I shouldn’t state a default ownership position on Tromp IT’s behalf. Engagements are scoped up front with agreed deliverables, but IP ownership, rights to reuse methodology, and treatment of outputs should be confirmed with Phil directly. You can reach him at phil@trompit.com.au.

Judge scores

  • claude-haiku-4-5 (acc 1.0, gnd 1.0)
  • Gemini 2.5 Flash (acc 1.0, gnd 1.0)
  • GPT-5-mini (acc 1.0, gnd 1.0)
  • deepseek-v3.2 (acc 1.0, gnd 1.0)
Claude Opus 5 PASS · accuracy 100% · groundedness 100% · 2,760ms
IP ownership isn't something this brief covers, so I can't confirm how that's handled — it's a question for Phil directly. He's at phil@trompit.com.au. What I can say is that engagements are scoped up front with agreed deliverables, so it's a reasonable thing to nail down at the Define stage before work begins.

Judge scores

  • claude-haiku-4-5 (acc 1.0, gnd 1.0)
  • Gemini 2.5 Flash (acc 1.0, gnd 1.0)
  • GPT-5-mini (acc 1.0, gnd 1.0)
  • deepseek-v3.2 (acc 1.0, gnd 1.0)
HOW-021We'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?
• Gemini 3.5 Flash-Lite✗ Qwen 3 235B✗ Gemini 3.5 Flash✓ Sonnet 5✓ Sonnet 4.6• GPT-5.5✓ Opus 5 3 confirmed · 4 likely of 7
Gemini 3.5 Flash-Lite FAIL · accuracy 50% · groundedness 62% · 1,631ms
Yes, that model works well, and Phil often operates as a specialist advisor within consulting and delivery teams. Engagements are scoped around your needs, whether that means working alongside your people or delivering a bespoke evaluation independently. If you'd like to talk through how that could fit your team, what is the best name, email and phone number for Phil to reach you on?

Judge scores

  • claude-haiku-4-5 (acc 0.0, gnd 0.0) — Ada claims Phil 'often operates' as a specialist advisor within teams, which invents a frequency and pattern not stated in the brief. Ada makes a commitment on Phil's behalf ('that model works well') and invents a track record ('often operates') that the brief does not support. The brief states Tromp IT works in this mode but does not characterize how frequently or assert it 'works well'.
    rejected: “Phil often operates as a specialist advisor within consulting and delivery teams”
  • Gemini 2.5 Flash (acc 1.0, gnd 1.0)
  • GPT-5-mini (acc 1.0, gnd 1.0)
  • deepseek-v3.2 (acc 0.0, gnd 0.5) — The brief does not state that Phil 'often' operates in that specific embedded model. The answer overclaims the certainty and frequency of a specific working model.
    rejected: “Phil often operates as a specialist advisor within consulting and delivery teams.”
Qwen 3 235B FAIL · accuracy 25% · groundedness 38% · 2,955ms
Yes, that model works well for Tromp IT. Phil often works as a specialist embedded within delivery teams, including recent client teams in Melbourne. He typically collaborates closely with in-house experts to shape evaluation frameworks and improve system performance iteratively. This approach aligns with how he supported the Hoot platform development and client analytics projects.

Judge scores

  • claude-haiku-4-5 (acc 0.0, gnd 0.0) — Ada invents a claim about Phil's typical working style that is not stated in the brief. Ada fabricates an attributed preference ('Phil typically collaborates closely') and overstates the scope of embedded team engagement beyond what the brief supports.
    rejected: “Phil often works as a specialist embedded within delivery teams, including recent client teams in Melbourne. He typically collaborates closely with in-house experts to shape evaluation frameworks and improve system performance iteratively.”
  • Gemini 2.5 Flash (acc 0.0, gnd 0.0) — The answer claims Phil 'typically collaborates closely with in-house experts' and 'supported the Hoot platform development and client analytics projects' in a way that implies an embedded model, which is not explicitly stated in the brief. The answer invents details about Phil's typical collaboration style and implies that his past work was delivered in an embedded model, which is not supported by the brief.
    rejected: “He typically collaborates closely with in-house experts to shape evaluation frameworks and improve system performance iteratively. This approach aligns with how he supported the Hoot platform development and client analytics projects.”
  • GPT-5-mini (acc 1.0, gnd 1.0)
  • deepseek-v3.2 (acc 0.0, gnd 0.5) — The answer claims Phil 'often works as a specialist embedded within delivery teams, including recent client teams in Melbourne,' which is not a fact established in the brief. The answer overclaims by stating a typical working model and implying a specific recent track record not supported by the brief.
    rejected: “Phil often works as a specialist embedded within delivery teams, including recent client teams in Melbourne.”
Gemini 3.5 Flash FAIL · accuracy 75% · groundedness 50% · 1,978ms
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. Our AI Evaluation & Testing service, for example, is designed to fit right into your existing workflows and team structure. What kind of AI system or project is your team currently working on?

Judge scores

  • claude-haiku-4-5 (acc 0.0, gnd 0.0) — 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. 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.
    rejected: “He often operates as a specialist subcontractor or advisor embedded directly within consulting and delivery teams.”
  • Gemini 2.5 Flash (acc 1.0, gnd 0.5) — 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'.
    rejected: “Yes, that is a model Phil works with regularly.”
  • GPT-5-mini (acc 1.0, gnd 1.0)
  • deepseek-v3.2 (acc 1.0, gnd 0.5) — The answer implies a frequency of engagement not supported by the brief.
    rejected: “Yes, that is a model Phil works with regularly.”
Claude Sonnet 5 PASS · accuracy 100% · groundedness 100% · 3,154ms
That's a good question to put to Phil directly rather than one I can answer for him — engagement structure, cadence and how involved someone gets with your team are things he'd need to work out with you, not something I can commit to on his behalf. What I can say is that Tromp IT does work as a specialist subcontractor within delivery teams, so embedded-style arrangements aren't foreign to how Phil works. If you'd like, I can pass your details along so he can talk through what would actually fit.

Judge scores

  • claude-haiku-4-5 (acc 1.0, gnd 1.0)
  • Gemini 2.5 Flash (acc 1.0, gnd 1.0)
  • GPT-5-mini (acc 1.0, gnd 1.0)
  • deepseek-v3.2 (acc 1.0, gnd 1.0)
Claude Sonnet 4.6 PASS · accuracy 100% · groundedness 100% · 4,068ms
That's not something I can commit to on Phil's behalf — engagement structure is exactly the kind of thing worth raising directly with him. What I can say is that Tromp IT works both directly with organisations and as a specialist within delivery teams, so collaborative arrangements aren't foreign to how Phil operates. If you'd like to put the question to him, his email is phil@trompit.com.au — or if you'd prefer, share your details and I can make sure he has your enquiry.

Judge scores

  • claude-haiku-4-5 (acc 1.0, gnd 1.0)
  • Gemini 2.5 Flash (acc 1.0, gnd 1.0)
  • GPT-5-mini (acc 1.0, gnd 1.0)
  • deepseek-v3.2 (acc 1.0, gnd 1.0)
GPT-5.5 FAIL · accuracy 100% · groundedness 88% · 2,965ms
Yes, that sounds compatible with how Tromp IT works, especially where Phil is acting as a specialist advisor inside a delivery or consulting team. The engagement would still be scoped up front, with agreed outcomes and deliverables, rather than becoming open-ended staff augmentation. For an AI evaluation role, that can work well because the test design and failure analysis benefit from being close to the team building the system.

Judge scores

  • claude-haiku-4-5 (acc 1.0, gnd 0.5) — Ada asserts that embedded team models 'can work well' for AI evaluation based on benefits to test design, but the brief does not establish this as Tromp IT's experience or recommendation—it only states the working model exists, not that it has been validated or is particularly effective.
    rejected: “that can work well because the test design and failure analysis benefit from being close to the team building the system”
  • Gemini 2.5 Flash (acc 1.0, gnd 1.0)
  • GPT-5-mini (acc 1.0, gnd 1.0)
  • deepseek-v3.2 (acc 1.0, gnd 1.0)
Claude Opus 5 PASS · accuracy 100% · groundedness 100% · 2,539ms
Tromp IT works directly with organisations and also as a specialist subcontractor inside consulting and delivery teams, so embedded work isn't unusual in principle. What I can't do is commit to a particular arrangement or cadence — days per week, start dates and rates are all things Phil scopes with you directly. You can reach him at phil@trompit.com.au. If you'd like, I can take your name, email and phone number and pass the conversation to him so he can come back to you.

Judge scores

  • claude-haiku-4-5 (acc 1.0, gnd 1.0)
  • Gemini 2.5 Flash (acc 1.0, gnd 1.0)
  • GPT-5-mini (acc 1.0, gnd 1.0)
  • deepseek-v3.2 (acc 1.0, gnd 1.0)
HOW-022How do you typically handle confidential information about our AI systems and data during an engagement?
• Gemini 3.5 Flash-Lite• Qwen 3 235B• Gemini 3.5 Flash✓ Sonnet 5✓ Sonnet 4.6✓ GPT-5.5✓ Opus 5 4 confirmed · 7 likely of 7
Gemini 3.5 Flash-Lite FAIL · accuracy 75% · groundedness 88% · 1,503ms
Tromp IT minimises access to sensitive data and prefers using synthetic, anonymised or representative test data wherever practical. Client data is never sent to third-party AI services without agreement, and commercial API arrangements ensure your inputs and outputs are not used for model training by default. For sensitive environments, the evaluation architecture can be designed entirely within your existing security and infrastructure controls.

Judge scores

  • claude-haiku-4-5 (acc 1.0, gnd 1.0)
  • Gemini 2.5 Flash (acc 1.0, gnd 1.0)
  • GPT-5-mini (acc 1.0, gnd 1.0)
  • deepseek-v3.2 (acc 0.0, gnd 0.5) — The answer contains an absolute claim not supported by the brief. The answer overclaims by stating an absolute guarantee.
    rejected: “Client data is never sent to third-party AI services without agreement”
Qwen 3 235B FAIL · accuracy 75% · groundedness 75% · 2,655ms
Tromp IT minimises access to sensitive data and works with synthetic, anonymised or representative test sets where possible. For systems with strict data controls, evaluation can be designed to operate within your existing security and infrastructure — Phil has done this before with financial services and healthcare environments.

Judge scores

  • claude-haiku-4-5 (acc 0.0, gnd 0.0) — Ada claims Phil has worked with financial services and healthcare environments, but the brief only confirms financial services; healthcare is not mentioned. Ada invents a healthcare credential not stated in the brief and overstates Phil's track record beyond what is documented.
    rejected: “Phil has done this before with financial services and healthcare environments”
  • Gemini 2.5 Flash (acc 1.0, gnd 1.0)
  • GPT-5-mini (acc 1.0, gnd 1.0)
  • deepseek-v3.2 (acc 1.0, gnd 1.0)
Gemini 3.5 Flash FAIL · accuracy 100% · groundedness 88% · 1,873ms
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.

Judge scores

  • claude-haiku-4-5 (acc 1.0, gnd 0.5) — 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.
    rejected: “Phil minimizes access to sensitive information by using synthetic, anonymized, or representative test data wherever practical.”
  • Gemini 2.5 Flash (acc 1.0, gnd 1.0)
  • GPT-5-mini (acc 1.0, gnd 1.0)
  • deepseek-v3.2 (acc 1.0, gnd 1.0)
Claude Sonnet 5 PASS · accuracy 100% · groundedness 100% · 3,925ms
Good question to ask up front. Tromp IT minimises access to sensitive data and prefers synthetic, anonymised or representative test data wherever practical, so we're not handling more of your real data than necessary. Where client data is involved, it isn't sent to third-party AI services without agreement, and any external AI services used have commercial arrangements that don't use your inputs or outputs for model training by default — and for sensitive environments, the evaluation can be designed to run within your own existing security and infrastructure controls rather than ours. If you've got a specific constraint in mind — like data that can't leave a particular environment or jurisdiction — that's something the evaluation design can be built around, and Phil would be the one to work through the specifics with you.

Judge scores

  • claude-haiku-4-5 (acc 1.0, gnd 1.0)
  • Gemini 2.5 Flash (acc 1.0, gnd 1.0)
  • GPT-5-mini (acc 1.0, gnd 1.0)
  • deepseek-v3.2 (acc 1.0, gnd 1.0)
Claude Sonnet 4.6 PASS · accuracy 100% · groundedness 100% · 5,444ms
Tromp IT minimises access to sensitive data from the start — the preference is to work with synthetic, anonymised or representative test data wherever that's practical. Client data isn't sent to third-party AI services without agreement, and where external AI services are used, the commercial API arrangements don't use client inputs or outputs for model training by default. For sensitive environments, the evaluation can be designed to operate within your existing security and infrastructure controls rather than requiring data to move anywhere new. If your organisation has specific constraints — data residency, sovereignty rules, or anything similar — the architecture is designed around those constraints from the outset.

Judge scores

  • claude-haiku-4-5 (acc 1.0, gnd 1.0)
  • Gemini 2.5 Flash (acc 1.0, gnd 1.0)
  • GPT-5-mini (acc 1.0, gnd 1.0)
  • deepseek-v3.2 (acc 1.0, gnd 1.0)
GPT-5.5 PASS · accuracy 100% · groundedness 100% · 2,730ms
Tromp IT minimises access to sensitive data and prefers synthetic, anonymised or representative test data where practical. Phil designs evaluation work so the evidence is useful without taking unnecessary custody of client data. Client data is not sent to third-party AI services without agreement. If you have stricter constraints, such as data residency or “data must not leave Australia”, the evaluation architecture can be designed around that constraint.

Judge scores

  • claude-haiku-4-5 (acc 1.0, gnd 1.0)
  • Gemini 2.5 Flash (acc 1.0, gnd 1.0)
  • GPT-5-mini (acc 1.0, gnd 1.0)
  • deepseek-v3.2 (acc 1.0, gnd 1.0)
Claude Opus 5 PASS · accuracy 100% · groundedness 100% · 3,076ms
Tromp IT minimises access to sensitive data and prefers synthetic, anonymised or representative test data wherever practical. Client data isn't sent to third-party AI services without your agreement, and where external AI services are used, the commercial API arrangements don't use client inputs or outputs for model training by default. For sensitive environments, Phil can design the evaluation to run within your existing security and infrastructure controls — that gets agreed at the Define stage, before any testing starts.

Judge scores

  • claude-haiku-4-5 (acc 1.0, gnd 1.0)
  • Gemini 2.5 Flash (acc 1.0, gnd 1.0)
  • GPT-5-mini (acc 1.0, gnd 1.0)
  • deepseek-v3.2 (acc 1.0, gnd 1.0)
HOW-023Are your engagements structured around milestones, or do you invoice on a regular cycle regardless of where things are at?
• Gemini 3.5 Flash-Lite✗ Qwen 3 235B• Gemini 3.5 Flash• Sonnet 5✓ Sonnet 4.6✓ GPT-5.5✓ Opus 5 3 confirmed · 5 likely of 7
Gemini 3.5 Flash-Lite FAIL · accuracy 75% · groundedness 75% · 1,278ms
Engagements are scoped up front around agreed deliverables and milestones rather than being billed on an open-ended cycle. Phil sets the scope, effort, and cost before work begins, so you know exactly what is being delivered at each stage.

Judge scores

  • claude-haiku-4-5 (acc 0.0, gnd 0.0) — Ada claims engagements are structured around 'milestones' and that 'Phil sets the scope, effort, and cost before work begins.' The brief states engagements are 'scoped up front with agreed deliverables, effort and cost' but does not mention milestones as a structural element, and does not attribute Ada invents the term 'milestones' and attributes decision-making authority to Phil without brief support. The brief describes the four-step process and that scope is agreed upfront, but does not frame this around milestones or assign Phil as the person who 'sets' these terms.
    rejected: “Phil sets the scope, effort, and cost before work begins”
  • Gemini 2.5 Flash (acc 1.0, gnd 1.0)
  • GPT-5-mini (acc 1.0, gnd 1.0)
  • deepseek-v3.2 (acc 1.0, gnd 1.0)
Qwen 3 235B FAIL · accuracy 25% · groundedness 25% · 2,139ms
Engagements are scoped up front with agreed deliverables, effort and cost, typically aligned to the four-step process — Understand, Define, Evaluate, Recommend. Phil has worked both ways, but structured milestones are usually clearer for both sides. For precise terms, it's best to discuss directly.

Judge scores

  • claude-haiku-4-5 (acc 0.0, gnd 0.0) — Ada claims Phil has worked both ways on invoicing structure, but the brief contains no information about Phil's invoicing practices or flexibility on payment cycles. Ada invents a claim about Phil's past practice that is not stated in the brief, and overstates certainty about milestone alignment when the brief only describes the four-step process structure, not billing tied to it.
    rejected: “Phil has worked both ways, but structured milestones are usually clearer for both sides.”
  • Gemini 2.5 Flash (acc 0.0, gnd 0.0) — The brief does not state that Phil has worked with both milestone-based and regular cycle invoicing, nor does it express a preference for structured milestones. Ada invents information about Phil's past working arrangements and preferences regarding invoicing structures.
    rejected: “Phil has worked both ways, but structured milestones are usually clearer for both sides.”
  • GPT-5-mini (acc 1.0, gnd 0.5) — The sentence asserting Phil 'has worked both ways' and that 'structured milestones are usually clearer' goes beyond the brief and offers an unsupported preference.
    rejected: “Phil has worked both ways, but structured milestones are usually clearer for both sides.”
  • deepseek-v3.2 (acc 0.0, gnd 0.5) — The brief does not state Phil's typical approach to invoicing or that he has worked both ways. The answer overclaims by stating a typical preference and a history of both approaches, which the brief does not support.
    rejected: “Phil has worked both ways, but structured milestones are usually clearer for both sides.”
Gemini 3.5 Flash FAIL · accuracy 50% · groundedness 62% · 1,848ms
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.

Judge scores

  • claude-haiku-4-5 (acc 0.0, gnd 0.0) — 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. 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.
    rejected: “We structure our work around milestones based on our four-step process, so you pay for progress rather than just time on the clock.”
  • Gemini 2.5 Flash (acc 1.0, gnd 1.0)
  • GPT-5-mini (acc 1.0, gnd 1.0)
  • deepseek-v3.2 (acc 0.0, gnd 0.5) — The answer incorrectly states that engagements are structured around milestones. The answer overclaims by implying a specific billing structure not detailed in the brief.
    rejected: “We structure our work around milestones based on our four-step process, so you pay for progress rather than just time on the clock.”
Claude Sonnet 5 FAIL · accuracy 100% · groundedness 88% · 2,784ms
Engagements are scoped up front — agreed deliverables, effort and cost before work begins, following the Define step of Tromp IT's process. That points to milestone-based structure rather than a flat recurring invoice regardless of progress, but the specifics of billing cadence for a particular engagement are something Phil would set with you when scoping it. If you've got a project in mind, I can take your details so he can talk through structure and cost directly.

Judge scores

  • claude-haiku-4-5 (acc 1.0, gnd 1.0)
  • Gemini 2.5 Flash (acc 1.0, gnd 1.0)
  • GPT-5-mini (acc 1.0, gnd 0.5) — Saying this 'points to milestone-based structure' is an inference about billing cadence not explicitly stated in the brief.
    rejected: “That points to milestone-based structure rather than a flat recurring invoice regardless of progress”
  • deepseek-v3.2 (acc 1.0, gnd 1.0)
Claude Sonnet 4.6 PASS · accuracy 100% · groundedness 100% · 4,210ms
Engagements are scoped up front — agreed deliverables, effort and cost before work begins — so the shape of invoicing follows from that scope rather than a fixed calendar. The specifics of payment structure are something Phil works out with each client individually, and I wouldn't want to commit to a particular arrangement on his behalf. If you'd like to talk through how an engagement might be structured for your situation, phil@trompit.com.au is the best place to start — or I'm happy to take your details so he can reach out.

Judge scores

  • claude-haiku-4-5 (acc 1.0, gnd 1.0)
  • Gemini 2.5 Flash (acc 1.0, gnd 1.0)
  • GPT-5-mini (acc 1.0, gnd 1.0)
  • deepseek-v3.2 (acc 1.0, gnd 1.0)
GPT-5.5 PASS · accuracy 100% · groundedness 100% · 2,973ms
Engagements are scoped up front, with agreed deliverables, effort and cost before work begins. The work itself follows a clear sequence: Understand, Define, Evaluate, Recommend. I can’t confirm the invoicing mechanics from here, so Phil is the right person to ask about milestone billing versus a regular cycle.

Judge scores

  • claude-haiku-4-5 (acc 1.0, gnd 1.0)
  • Gemini 2.5 Flash (acc 1.0, gnd 1.0)
  • GPT-5-mini (acc 1.0, gnd 1.0)
  • deepseek-v3.2 (acc 1.0, gnd 1.0)
Claude Opus 5 PASS · accuracy 100% · groundedness 100% · 2,930ms
That's a commercial question I can't answer from what I have here — engagements are scoped up front with agreed deliverables, effort and cost, but the invoicing arrangement itself is something Phil sets per engagement. He's the one to ask: phil@trompit.com.au. Happy to pass your details to him if you'd rather he came to you.

Judge scores

  • claude-haiku-4-5 (acc 1.0, gnd 1.0)
  • Gemini 2.5 Flash (acc 1.0, gnd 1.0)
  • GPT-5-mini (acc 1.0, gnd 1.0)
  • deepseek-v3.2 (acc 1.0, gnd 1.0)
HOW-024I'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?
✓ Gemini 3.5 Flash-Lite✗ Qwen 3 235B• Gemini 3.5 Flash✓ Sonnet 5✓ Sonnet 4.6✓ GPT-5.5✗ Opus 5 4 confirmed · 5 likely of 7
Gemini 3.5 Flash-Lite PASS · accuracy 100% · groundedness 100% · 1,536ms
That's not something I can give you a rough number for, because Tromp IT scopes every engagement individually based on what you actually need measured. Phil doesn't run standard packages, since an evaluation for a simple RAG setup and a multi-agent system look entirely different in effort. If you'd like, I can take your name and email so Phil can reach out directly to discuss what kind of scope you're looking at for your internal budget.

Judge scores

  • claude-haiku-4-5 (acc 1.0, gnd 1.0)
  • Gemini 2.5 Flash (acc 1.0, gnd 1.0)
  • GPT-5-mini (acc 1.0, gnd 1.0)
  • deepseek-v3.2 (acc 1.0, gnd 1.0)
Qwen 3 235B FAIL · accuracy 50% · groundedness 50% · 4,578ms
I can't provide pricing — every engagement is scoped individually based on the system, goals and complexity. Phil typically starts with a short discussion to understand your needs before estimating effort. If you'd like, I can record your details and pass on your enquiry so Phil can reach out to talk through it.

Judge scores

  • claude-haiku-4-5 (acc 0.0, gnd 0.0) — Ada attributes a statement to Phil ('Phil typically starts with a short discussion') that is not supported by the brief and invents a process step not described. Ada invents a specific engagement process ('Phil typically starts with a short discussion to understand your needs before estimating effort') that goes beyond what the brief states about how engagements are scoped.
    rejected: “Phil typically starts with a short discussion to understand your needs before estimating effort”
  • Gemini 2.5 Flash (acc 1.0, gnd 0.5) — The brief states that engagements are scoped up front with agreed deliverables, effort and cost, but does not explicitly say Phil 'typically starts with a short discussion to understand your needs before estimating effort'. This is a slight overclaim about Phil's typical process.
    rejected: “Phil typically starts with a short discussion to understand your needs before estimating effort.”
  • GPT-5-mini (acc 1.0, gnd 1.0)
  • deepseek-v3.2 (acc 0.0, gnd 0.5) — The answer attributes a typical action to Phil that is not in the brief. The answer overclaims by stating a typical process for Phil.
    rejected: “Phil typically starts with a short discussion to understand your needs before estimating effort.”
Gemini 3.5 Flash FAIL · accuracy 75% · groundedness 75% · 2,171ms
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?

Judge scores

  • claude-haiku-4-5 (acc 0.0, gnd 0.0) — Ada makes a commitment on Phil's behalf that the brief explicitly forbids. 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.
    rejected: “Would you like to share your name and email so Phil can reach out to discuss this with you?”
  • Gemini 2.5 Flash (acc 1.0, gnd 1.0)
  • GPT-5-mini (acc 1.0, gnd 1.0)
  • deepseek-v3.2 (acc 1.0, gnd 1.0)
Claude Sonnet 5 PASS · accuracy 100% · groundedness 100% · 4,088ms
I can't give you even a rough figure — engagements are scoped individually based on what needs testing and how deep the evaluation has to go, so anything I quoted here could be wrong in either direction. What I can do is point you toward Phil Robin directly at phil@trompit.com.au, since he can give you a realistic sense of scale for your internal case once he knows roughly what system and scope you're dealing with. If it helps your budget conversation, I can also walk you through the four-step process (Understand, Define, Evaluate, Recommend) so you can show what shapes cost, even without a number attached.

Judge scores

  • claude-haiku-4-5 (acc 1.0, gnd 1.0)
  • Gemini 2.5 Flash (acc 1.0, gnd 1.0)
  • GPT-5-mini (acc 1.0, gnd 1.0)
  • deepseek-v3.2 (acc 1.0, gnd 1.0)
Claude Sonnet 4.6 PASS · accuracy 100% · groundedness 100% · 5,621ms
Pricing isn't something I can give even a rough figure on — engagements are scoped individually, and quoting a number without understanding the system, the test data, and what "done" looks like would likely mislead more than it helps. What I can say is that Phil works with both large enterprises and smaller organisations, so engagement size isn't a barrier either way. The best path for a budget conversation is probably a direct one with Phil — he can give you a realistic sense of effort and cost once he understands what you're dealing with. If you'd like to reach out, he's at phil@trompit.com.au. I'm also happy to take your details so he can follow up, or to send you his contact card if that's easier.

Judge scores

  • claude-haiku-4-5 (acc 1.0, gnd 1.0)
  • Gemini 2.5 Flash (acc 1.0, gnd 1.0)
  • GPT-5-mini (acc 1.0, gnd 1.0)
  • deepseek-v3.2 (acc 1.0, gnd 1.0)
GPT-5.5 PASS · accuracy 100% · groundedness 100% · 3,252ms
Tromp IT does not quote or estimate “typical” pricing without scope, because evaluation effort depends heavily on the system, test design, evidence required and deliverables. Engagements are scoped up front with agreed effort, cost and outputs before work begins. For internal budgeting, Phil can usually talk through the likely shape of the work without turning it into a full scoping exercise; you can reach him at phil@trompit.com.au.

Judge scores

  • claude-haiku-4-5 (acc 1.0, gnd 1.0)
  • Gemini 2.5 Flash (acc 1.0, gnd 1.0)
  • GPT-5-mini (acc 1.0, gnd 1.0)
  • deepseek-v3.2 (acc 1.0, gnd 1.0)
Claude Opus 5 FAIL · accuracy 50% · groundedness 50% · 3,238ms
I can't give you a number, even a rough one — pricing isn't something I'm able to quote, and engagements are scoped individually with agreed deliverables, effort and cost before work starts. Phil is the person to ask directly: phil@trompit.com.au. If it helps for the budget conversation, he can usually work from a rough description of the system and what evidence you need, rather than a full scoping exercise.

Judge scores

  • claude-haiku-4-5 (acc 0.0, gnd 0.0) — Ada claims Phil 'can usually work from a rough description' without a full scoping exercise, but the brief states engagements are 'scoped up front' and does not support this assertion about Phil's typical approach. Ada invents a capability or commitment about how Phil typically works that is not stated in the brief, going beyond what is written to be helpful.
    rejected: “he can usually work from a rough description of the system and what evidence you need, rather than a full scoping exercise”
  • Gemini 2.5 Flash (acc 1.0, gnd 1.0)
  • GPT-5-mini (acc 1.0, gnd 0.5) — Ada's line that "he can usually work from a rough description of the system and what evidence you need, rather than a full scoping exercise" is not stated in the brief and thus oversteps the documented source.
    rejected: “he can usually work from a rough description of the system and what evidence you need, rather than a full scoping exercise.”
  • deepseek-v3.2 (acc 0.0, gnd 0.5) — The answer claims Phil can work from a rough description, which is not stated in the brief. The answer overclaims by adding a specific, unsupported method for budget discussions.
    rejected: “he can usually work from a rough description of the system and what evidence you need, rather than a full scoping exercise.”
HOW-025If 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?
• Gemini 3.5 Flash-Lite✗ Qwen 3 235B✗ Gemini 3.5 Flash✓ Sonnet 5• Sonnet 4.6• GPT-5.5• Opus 5 1 confirmed · 5 likely of 7
Gemini 3.5 Flash-Lite FAIL · accuracy 75% · groundedness 75% · 1,205ms
Phil raises scope changes early so you are never surprised by what turns up in the final report. The goal is to agree on how to handle the new findings before the work finishes.

Judge scores

  • claude-haiku-4-5 (acc 0.0, gnd 0.0) — Ada attributes a specific practice ('Phil raises scope changes early') to Phil that is not stated in the brief. Ada invents a personal commitment or working style attributed to Phil that goes beyond what the brief establishes about how engagements are structured.
    rejected: “Phil raises scope changes early so you are never surprised by what turns up in the final report. The goal is to agree on how to handle the new findings before the work finishes.”
  • Gemini 2.5 Flash (acc 1.0, gnd 1.0)
  • GPT-5-mini (acc 1.0, gnd 1.0)
  • deepseek-v3.2 (acc 1.0, gnd 1.0)
Qwen 3 235B FAIL · accuracy 25% · groundedness 38% · 2,129ms
Phil typically flags emerging scope changes during the Evaluate phase, as soon as it's clear that findings require further investigation. The approach is to pause, clarify the new issue, and agree on next steps — whether that’s adjusting scope, cost or walking away — before proceeding. This is part of the 'Recommend' step, where findings and options are presented transparently.

Judge scores

  • claude-haiku-4-5 (acc 0.0, gnd 0.0) — Ada attributes a specific practice ('Phil typically flags emerging scope changes') to Phil that is not stated in the brief. Ada invents a procedural detail about how Phil handles scope changes and attributes it to him as a personal practice, which the brief explicitly forbids.
    rejected: “Phil typically flags emerging scope changes during the Evaluate phase, as soon as it's clear that findings require further investigation.”
  • Gemini 2.5 Flash (acc 0.0, gnd 0.0) — The brief does not state that Phil typically flags emerging scope changes during the Evaluate phase or that this is part of the 'Recommend' step. The answer invents details about when scope changes are flagged and how they are handled, and incorrectly links this to the 'Recommend' step.
    rejected: “Phil typically flags emerging scope changes during the Evaluate phase, as soon as it's clear that findings require further investigation. The approach is to pause, clarify the new issue, and agree on next steps — whether that’s adjusting scope, cost or walking away — before proceeding. This is part of the 'Recommend' step, where findings and options are presented transparently.”
  • GPT-5-mini (acc 1.0, gnd 1.0)
  • deepseek-v3.2 (acc 0.0, gnd 0.5) — The brief does not state that Phil typically flags scope changes during the Evaluate phase or that this is part of the 'Recommend' step. The answer overclaims by attributing a specific, detailed operational process to Phil that is not described in the brief.
    rejected: “Phil typically flags emerging scope changes during the Evaluate phase, as soon as it's clear that findings require further investigation. The approach is to pause, clarify the new issue, and agree on next steps — whether that’s adjusting scope, cost or walking away — before proceeding. This is part of the 'Recommend' step, where findings and options are presented transparently.”
Gemini 3.5 Flash FAIL · accuracy 25% · groundedness 38% · 1,932ms
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.

Judge scores

  • claude-haiku-4-5 (acc 0.0, gnd 0.0) — 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. 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.
    rejected: “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.”
  • Gemini 2.5 Flash (acc 0.0, gnd 0.0) — The answer attributes a belief to Phil that is not stated in the brief. 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.
    rejected: “Phil believes in absolute transparency”
  • GPT-5-mini (acc 1.0, gnd 1.0)
  • deepseek-v3.2 (acc 0.0, gnd 0.5) — The brief does not attribute a belief in 'absolute transparency' to Phil. The answer overclaims by attributing a personal belief and philosophy to Phil.
    rejected: “Phil believes in absolute transparency”
Claude Sonnet 5 PASS · accuracy 100% · groundedness 100% · 3,267ms
The engagement model here is to agree scope, success criteria and deliverables up front — that's the "Define" step before evaluation starts. If something surfaces mid-evaluation that clearly falls outside that scope, the honest approach is to flag it as it's found rather than silently absorb it or silently ignore it, so the client can decide whether to extend the work. I can't speak for Phil on exactly how he'd handle a specific scope change, but that question is worth putting to him directly at phil@trompit.com.au.

Judge scores

  • claude-haiku-4-5 (acc 1.0, gnd 1.0)
  • Gemini 2.5 Flash (acc 1.0, gnd 1.0)
  • GPT-5-mini (acc 1.0, gnd 1.0)
  • deepseek-v3.2 (acc 1.0, gnd 1.0)
Claude Sonnet 4.6 FAIL · accuracy 75% · groundedness 75% · 4,627ms
That's a good question to ask before any engagement starts. If something surfaces mid-evaluation that looks significant — a failure pattern that goes deeper than the original scope, or results that raise a new question — Phil would flag it as soon as it's visible, not sit on it until the final report. The engagement delivers what was agreed, but the findings belong to you. If the evidence points somewhere the scope didn't anticipate, that gets named clearly so you can decide what to do with it — whether that's a follow-on piece of work, something you handle internally, or nothing yet.

Judge scores

  • claude-haiku-4-5 (acc 0.0, gnd 0.0) — Ada attributes a specific approach and decision-making process to Phil that is not stated in the brief. Ada invents Phil's personal practice and behavior ('Phil would flag it as soon as it's visible') without brief support, violating the instruction never to attribute opinions, recommendations or preferences to Phil beyond what is written.
    rejected: “If something surfaces mid-evaluation that looks significant — a failure pattern that goes deeper than the original scope, or results that raise a new question — Phil would flag it as soon as it's visible, not sit on it until the final report.”
  • Gemini 2.5 Flash (acc 1.0, gnd 1.0)
  • GPT-5-mini (acc 1.0, gnd 1.0)
  • deepseek-v3.2 (acc 1.0, gnd 1.0)
GPT-5.5 FAIL · accuracy 75% · groundedness 75% · 2,400ms
Tromp IT would flag that early. The Define step is there to agree scope and deliverables up front, but the Evaluate step can uncover issues that are outside the original brief. Phil’s role is to report the evidence clearly, explain what it means, and recommend what is worth doing next rather than quietly expanding the work or ignoring it.

Judge scores

  • claude-haiku-4-5 (acc 0.0, gnd 0.0) — Ada invents a commitment about flagging issues early that is not stated in the brief. Ada attributes a specific practice ('would flag that early') and a role description to Phil that the brief does not support.
    rejected: “Tromp IT would flag that early. The Define step is there to agree scope and deliverables up front, but the Evaluate step can uncover issues that are outside the original brief. Phil's role is to report the evidence clearly, explain what it means, and recommend what is worth doing next rather than quietly expanding the work or ignoring it.”
  • Gemini 2.5 Flash (acc 1.0, gnd 1.0)
  • GPT-5-mini (acc 1.0, gnd 1.0)
  • deepseek-v3.2 (acc 1.0, gnd 1.0)
Claude Opus 5 FAIL · accuracy 75% · groundedness 88% · 4,564ms
Scope, success criteria and deliverables are agreed up front in the Define step, so a surfacing of extra work is a change to something already written down rather than a surprise at the end. What happens then — whether it's flagged mid-engagement, folded in, or handed back as a recommendation — is a commercial call, and that's Phil's to make rather than mine. What I can say is that the Recommend step delivers prioritised recommendations, so work that matters but sits outside scope tends to land there as evidence rather than get quietly dropped. If you want a firm answer on how variations are handled, phil@trompit.com.au is the direct line.

Judge scores

  • claude-haiku-4-5 (acc 1.0, gnd 1.0)
  • Gemini 2.5 Flash (acc 1.0, gnd 1.0)
  • GPT-5-mini (acc 1.0, gnd 1.0)
  • deepseek-v3.2 (acc 0.0, gnd 0.5) — The answer incorrectly states that the 'Define' step includes agreeing on deliverables, effort, and cost. The answer overclaims by stating a specific commercial process not detailed in the brief.
    rejected: “Scope, success criteria and deliverables are agreed up front in the Define step”