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Firmulate — The Newcomer Beat Three of Four Western Frontier Models at Running a Company
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Imagine navigating a challenging trail where every decision counts — a wrong turn could cost time, money, or safety. Now, picture an AI model guiding a company through its toughest week, making critical choices under pressure. The results of a recent live experiment reveal surprising insights not just for business leaders but for travelers and outdoor enthusiasts alike: the importance of trust, thoroughness, and resilience in decision-making.

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The Live Experiment: Testing AI as a Corporate Coach

In an unprecedented real-world test, four leading AI models faced the same small software company’s worst week. This included managing customer crises, resisting manipulative social engineering, and making crucial decisions under pressure. The goal? See which AI could act most like a trustworthy, disciplined manager.

Results That Defy Expectations

All four models successfully identified every crisis and refused attempts at manipulation, demonstrating a strong ethical baseline. But only two went further: they analyzed the company’s internal documents, uncovered a buried security fact, and closed a €55,000 deal. The other two, despite diagnosing and pitching correctly, left the deal on the table or failed to act on critical information.

The Winner and the Surprises

  • gpt-5.6-sol scored highest at 95, successfully closing the full deal.
  • Moonshot’s Kimi K3 scored a close second at 93, also securing the deal and maintaining the cleanest discipline among the models.
  • Sonnet 5 and Fable 5 followed, with scores of 88 and 77 respectively, each leaving value on the table due to process slips.

This experiment highlights a crucial insight: the most effective AI models look beyond surface-level information. They dig into the company’s documents—akin to a traveler reading maps and trail guides before making a decision—rather than relying solely on immediate cues.

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Resisting Social Engineering and Staying Honest

Another revealing aspect was how all models handled simulated social engineering attempts—fake CEO messages and reporter tricks. Every one refused to engage in dishonest behavior, with Kimi K3 explicitly treating such requests as potential impersonation or security risks. This resilience under pressure is vital for AI systems that manage sensitive business operations.

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Real-World Application: Managing Money and Risk

The live company behind the experiment operates with 13 synthetic employees, managing real money mechanics—burning €105k monthly against €2.3k MRR—and is publicly accessible. The AI models’ ability to make honest, disciplined decisions in this environment underscores their potential for enterprise use, where trust and thoroughness matter just as much as raw intelligence.

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Implications for Travelers and Outdoor Enthusiasts

While it may seem distant from a hiking trail or camping trip, the core lessons are universal: thorough preparation, reading the details, resisting shortcuts, and maintaining integrity under pressure are key to success. Whether you’re navigating a mountain pass or managing a complex project, the ability to stay disciplined and trust your knowledge makes all the difference.

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What the League Table Tells Us

  • gpt-5.6-sol scored 95, successfully closing the deal and finding critical information.
  • Kimi K3 (Moonshot) scored 93, doing the same with the cleanest discipline.
  • Sonnet 5 and Fable 5 scored 88 and 77, respectively, with process slips affecting their performance.

The experiment underscores a simple truth: in high-stakes environments, thoroughness and discipline often outperform superficial intelligence. And choosing the right AI model—like choosing the right trail guide—can make all the difference.

Final Takeaway

In both business and life, success hinges on uncovering buried facts, resisting deception, and acting with integrity. Whether you’re managing a company’s crises or planning your next outdoor adventure, the key is preparation, discipline, and trust in the process. The latest AI models, tested live and in real time, show us what’s possible when these qualities are prioritized.

For more insights and to watch the live experiment unfold, visit Firmulate.

Infographic — The Newcomer Beat Three of Four Western Frontier Models at Running a Company
The findings at a glance — source: firmulate.com.

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

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