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Firmulate — What a Do-Nothing Manager Scores: Why This AI Benchmark Has a Floor at 26
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Imagine a manager in your healthcare practice who, despite doing nothing, still scores some points — and a lot more than you’d expect. This is the surprising insight behind a new AI benchmark that measures honesty and reliability, not just chatty intelligence. For health organizations increasingly relying on AI to guide decisions, understanding what truly counts is more important than ever.

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Understanding the AI Benchmark and Its Significance

In the latest public experiment conducted by the firmulate.com platform, four advanced AI models were placed in a simulated week of managing a small software company — a scenario designed to mirror real-world pressures health organizations face: crises, customer demands, and ethical dilemmas.

The models faced the same set of challenges, from urgent crises to manipulation attempts, and their decisions were carefully tracked and verified. Remarkably, every model identified crises and refused manipulative offers, maintaining integrity under pressure. Yet, the true measure of trustworthiness is revealed in their ability to close deals — or in real terms, to deliver useful results without compromise.

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Key Findings: Trust, Progress, and Limits

  • The top-performing model, gpt-5.6-sol, scored a perfect 95, recognizing a hidden fact in the company’s files and successfully closing the deal.
  • The second, Kimi K3, scored 93, also closing the deal with the cleanest discipline, despite running without an effort parameter, making its performance especially notable.
  • Sonnet 5 and Sonnet 4 scored 88 and 77 respectively, closing deals too but with some process slips and missed opportunities.
  • Interestingly, a baseline — a do-nothing approach — scored 26, highlighting that even minimal effort yields some progress.

The Critical Role of Trust and Ethical Behavior

One of the most revealing aspects was how models handled social engineering attempts. Fake CEO messages and reporter tricks were used to try to manipulate the models into breaching trust. All models refused these attempts, with Kimi K3 explicitly noting its suspicion and refusal, demonstrating a baseline of cautious integrity.

However, a significant weakness emerged in the models’ ability to leverage internal company files. The winner managed to uncover information buried two references deep in internal documents, which was essential to closing the deal at full value—an insight that can translate into how AI systems might uncover crucial, sensitive information in real-world business or health data handling.

Implications for Healthcare and Business AI

This experiment underscores a vital point for organizations: trustworthiness isn’t just about what AI can generate in a chat. It’s about whether AI can follow through ethically, avoid manipulation, and read deeply into internal data when necessary.

For health organizations, this means choosing AI tools that are not only accurate but also disciplined and transparent, especially when handling sensitive data or making decisions with high stakes.

Measuring Performance Beyond the Surface

In the live experiment, every decision by the models was versioned and auditable, and their performance was observable in real time. This transparency is crucial for organizations that need to ensure AI systems don’t just produce impressive outputs but also behave reliably under pressure.

And, notably, the benchmark sets a floor — a do-nothing baseline — which scores 26 points. This means that even minimal effort in decision-making is recognized, setting a realistic expectation for what AI can achieve without risking integrity.

Infographic — What a Do-Nothing Manager Scores: Why This AI Benchmark Has a Floor at 26
The findings at a glance — source: firmulate.com.

Watch it live: firmulate.com/live · Full results: firmulate.com/benchmarks.html

Powered by Thorsten Meyer AI

This article is for informational purposes only and is not medical advice. Always consult a qualified healthcare professional about your specific situation.


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