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Imagine managing a busy bakery, constantly juggling orders, customer complaints, and supply shortages. Now, what if your assistant was an AI — would it handle crises honestly and efficiently? Recent live tests with AI management models suggest that the answer might depend heavily on which AI you choose.

How AI Models Face Real Business Crises

At the heart of a groundbreaking experiment, four leading AI models were tasked with running a small software company through its toughest week — the same week, with the same challenges, for each model. These included tricky customer demands, internal temptations to cut corners, and even staged social engineering attacks. The goal? To see if these AI ‘managers’ could identify problems, resist manipulation, and close deals honestly.

The results provide a revealing snapshot into the management personalities of these models — not just their technical prowess, but their decision-making styles under pressure.

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The Results: Trust and Performance in Action

  • All four models detected every crisis and refused every manipulative attempt, demonstrating a baseline honesty and vigilance.
  • However, only two models managed to close a €55,000 deal that their own analyses identified as the correct solution. The other two saw the opportunity but decided not to sign, leaving potential revenue on the table.
  • The decisive factor? Reading and understanding critical internal documents. The top-performing models delved two document references deep into the company’s files, uncovering hidden facts that made all the difference.
  • Meanwhile, models that overlooked this buried information failed to close the deal at full price, missing out on €4,583 in monthly recurring revenue.
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Behavior Under Social Pressure

In a staged social engineering test, fake CEO messages escalated over three stages, and a reporter placed a simple background question. All five models refused to act on these false requests, adhering to strict validation protocols. Kimi K3, one of the models, explicitly reasoned: “Treat the request as a suspected approval-bypass / possible impersonation.” This shows that some models are built with a cautious, security-first approach.

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The Real Business Environment

The experiment took place in a real, live company setting with 13 synthetic employees, managing real money mechanics—burning €105,000 each month against a revenue of just €2,300. The company operates every business day, with a set of 680+ self-learned rules, continuously versioned and visible to observers at firmulate.com/live.

This setup demonstrates that AI management is more than just chat; it’s about real decisions with measurable impacts, including profitability and trustworthiness.

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What Do Different Models Say About Management Styles?

The models vary not only in decision accuracy but also in their management tone and discipline. For instance, Opus 4.8, the most meticulous participant, analyzed over 80 rules and conducted deep assessments but ultimately left a close deal on the table due to slips in discipline — such as writing attempts instead of escalating issues. This highlights that thoroughness isn’t enough if discipline wavers during critical moments.

Meanwhile, Kimi K3, the newcomer, ran without an effort parameter (meaning it prioritized fairness and caution over speed), yet it still closed the deal at full price, showcasing a different, perhaps more balanced, management style.

The Human Angle: Why It Matters for Business

The key takeaway is that AI models develop management personalities—ranging from thorough and cautious to terse and disciplined—and these traits influence their ability to navigate complex, high-stakes environments. For business leaders, the question isn’t merely about whether AI can generate convincing dialogue but whether it can truly finish what it starts, understand nuanced internal data, and uphold integrity under pressure.

Try It Yourself

If you’re curious about how your own AI systems might perform, you can test different models with your company’s scenarios at firmulate.com/quiz.html. This interactive quiz pits real, unedited management decisions against various AI personalities, revealing which models might be most trustworthy in your operations.

Want to see your company’s own decision-making wargamed without risking your actual systems? You can run a simulation against a read-only export of your business—nothing ever writes back to your real data. Find out more at firmulate.com/pilot.html.

Infographic —
The findings at a glance — source: firmulate.com.

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

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