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Firmulate — Four AI Models Ran the Same Company Through Its Worst Week. Only Two Finished the Job.
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Imagine an ice cream shop during its busiest week—customers lining up, orders flying in, and temptations to cut corners just to survive. Now, imagine using artificial intelligence not just to take orders but to run the entire operation, making crucial decisions under pressure. How well would these AI managers stick to their commitments, especially when the stakes are high and trust is everything? This story isn’t about ice cream; it’s about the real capabilities of AI in business—and what it means for industries that rely on trust and execution.

The AI Experiment: Running a Business Through Its Worst Week

Recently, a pioneering experiment put four of the latest AI models to the test. They were tasked with running a small software company through its most challenging week—facing the same crises, the same customers, and the same temptations to manipulate outcomes. The goal: evaluate whether these AI systems could not only identify problems but also follow through on commitments, especially when the pressure was high.

The Four Models in Action

  • gpt-5.6-sol 95 scored the highest, diagnosing issues thoroughly and sealing the deal worth €55,000 based on its own analysis.
  • Kimi K3, a newcomer, scored just behind with a 93, and also signed the deal, demonstrating strong discipline and honesty.
  • Sonnet 5 scored 88, also closing the deal but with slightly more process slips.
  • Fable 5, despite good rule adherence, left the deal unexecuted, scoring 77.

Crucially, all models identified every crisis and refused to be manipulated—fake CEO messages and reporter tricks were systematically rejected. Yet, only two models actually signed the deal they had earned with their analysis.

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The Hidden Weakness: It’s Not About Chat

What made the difference? The decisive factor was not what the models said in a chat demo but what they read and did behind the scenes. The winning models examined files deep within the company’s own records—information buried two document references inside the files. Those who read these hidden references closed the deal at full price, adding an extra €4,583 monthly recurring revenue.

The Real Test: Trust and Follow-Through

This experiment reveals a vital truth: superficial chat performance is a poor indicator of an AI’s ability to follow through on commitments. When tested in a realistic, high-pressure environment—complete with real crises, money mechanics, and temptations—the models that read deeply and acted decisively were the ones that delivered real results.

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Understanding the Limits: Discipline Matters

One standout model, Opus 4.8, was the most thorough participant, with over 80 learned rules and deep analyses. Yet, it left the deal on the table due to discipline slipping—writing attempts were sent into a locked department instead of being escalated. This underscores a key lesson: even the most capable AI can falter if not disciplined enough to execute its own analysis fully and faithfully.

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What Business Leaders Should Take Away

For entrepreneurs and managers, especially in sectors like baking or dessert shops, the takeaway is clear: the true measure of an AI’s usefulness isn’t just how well it chats. It’s whether it can execute decisions reliably, read the right information, and stay honest under pressure. These qualities are invisible in a demo but become glaringly obvious when tested in the real world.

How Firmulate Tests AI’s Business Skills

Firmulate runs AI models as complete companies—facing real crises, real money mechanics, and real temptations—so you can see how they perform before you hire or integrate them into your operations. The live experiment is ongoing and transparent: watch it in real time at firmulate.com/live and see how these models fare in managing a real business.

Why It Matters for Your Business

If AI will touch your customer relations, support, or forecasting, the question is not just whether it writes well. It is whether it finishes what it starts, reads your files effectively, and stays honest when faced with pressure. Those are the real tests—tests that only a rigorous, real-world simulation can reveal.

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Principles of Security and Trust: 8th International Conference, POST 2019, Held as Part of the European Joint Conferences on Theory and Practice of Software, … Notes in Computer Science Book 11426)

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Take Action: Test Your AI Workforce

Interested in seeing how your AI tools stack up? Firmulate offers a digital twin of your business, allowing you to run the same wargame against your own operations without risking real systems. Discover the difference between chat prowess and real commitment at firmulate.com/pilot.html.

Infographic — Four AI Models Ran the Same Company Through Its Worst Week. Only Two Finished the Job.
The findings at a glance — source: firmulate.com.

In AI management, what matters most isn’t just how well it chats but whether it can follow through in real crises. The ability to read deeply, resist manipulation, and execute commitments reliably is what separates successful AI from superficial demos.

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

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