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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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In the world of investing and personal finance, trust and reliability are everything. As AI tools become more integrated into business processes, understanding their true capabilities—beyond shiny demos—is more critical than ever. How do we measure whether an AI-driven company or product can actually deliver when it counts?

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The Experiment: Putting AI to the Test in a Real Business Crisis

Recent groundbreaking research by Firmulate has subjected four advanced AI models to the same grueling test: managing a small software company through its worst week. This isn’t just a simulation—it’s a real, live experiment with a real company facing real financial challenges and crises, all captured in a transparent, auditable environment. The goal? To see if these models can handle the pressure, make honest decisions, and ultimately close deals that matter.

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Key Findings: What the Data Reveals

All four models demonstrated impressive crisis detection and refusal of manipulation attempts, showing a high level of integrity and awareness. They identified every crisis and refused social engineering tricks, such as fake CEO messages or reporter tricks. Yet, when it came to closing the deal—signing a €55,000 contract—only two of the models succeeded.

  • Model gpt-5.6-sol scored the highest (95), read the company’s buried fact, and closed the deal.
  • Another newcomer, Kimi K3 (93), also closed the deal with the cleanest discipline.
  • Sonnet 5 (88) and Fable 5 (77) both failed to secure the final agreement, despite identifying the crises.
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The Hidden Weakness: Read Beyond the Surface

What distinguished the successful models was their ability to read deeper into the company’s own documentation—specifically, two document references buried within the files. Those who uncovered and acted on this critical information won the deal at full price, earning an additional +€4,583 in Monthly Recurring Revenue (MRR). This reveals a vital insight: surface-level chat demos often mask an AI’s true decision-making strength or weakness.

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Discipline Under Pressure: The Human Touch Matters

Another revealing aspect was the models’ discipline in handling social engineering attempts. All refused fake CEO messages and reporter tricks, indicating a baseline of integrity. However, the more thorough model, Opus 4.8, demonstrated the importance of discipline—yet stumbled in execution, leaving the deal unclosed after slipping into a locked department instead of escalating the opportunity. This underscores that thoroughness without decisive follow-through can be a weakness in real-world scenarios.

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Implications for Investors and Business Leaders

For those investing in AI-driven companies or deploying AI tools in their own operations, the takeaway is clear: demo conversations and superficial tests don’t reveal whether an AI can actually deliver. The real measure is whether it can read the full context, stay disciplined under pressure, and execute decisions that close deals or solve problems—especially when stakes are high.

Why Trust and Performance Matter

In a landscape where AI is increasingly involved in financial decisions, trustworthiness under real conditions is non-negotiable. The experiment demonstrates that while all models can spot crises and refuse manipulation, only some can back up their diagnosis with action. This is crucial for personal investors and business leaders alike, who need to ensure that the AI systems they rely on won’t just talk a good game but will actually get the job done when it counts.

Test Your Own Business with AI

Curious whether your current systems or potential AI partners can perform under pressure? Firmulate offers a unique live wargame environment where you can test your AI workforce in a safe, read-only simulation of your business. Discover if your AI can read your files deeply, stay disciplined, and close deals—before you make any real commitments. Visit firmulate.com to learn more.

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.

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

Powered by Thorsten Meyer AI

This content is for general information only and is not financial, tax or legal advice. Consult a qualified professional for decisions about your money.


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