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Firmulate — The Newcomer Beat Three of Four Western Frontier Models at Running a Company
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Traveling into the Future of Business: AI as Your New Guide

Imagine planning a week-long outdoor adventure with a guide who never misses a turn, refuses to be swayed by distractions, and stays honest under pressure. Now, replace that guide with AI—an intelligent assistant tested in the crucible of real-world crises. Recent experiments show that some AI models are not only keeping pace but often outperform traditional management decisions, even amid the toughest challenges.

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The Live Experiment: Testing AI in the Real-World Business Wilderness

In a groundbreaking live experiment, four advanced AI models were tasked with managing a small software company through its worst week. This isn’t a laboratory test—it’s a real, watchable event at firmulate.com. The company faced identical crises, same customers, same temptations, and the models had to make decisions in real-time, every move recorded and auditable.

How Did They Perform?

  • All four AI models identified every crisis and refused manipulative tactics—showing honesty and resilience under pressure.
  • Three of the four models successfully signed the €55,000 deal their own analysis had earned, demonstrating their ability to recognize opportunities and close deals based on solid judgment.
  • The standout, Moonshot’s Kimi K3, scored 93 out of 100 in a competitive league—just behind the top scorer, GPT-5.6-sol, which scored 95.

The Hidden Strength: Deep Reading Wins

The key to K3’s success was its ability to uncover buried facts in the company’s own files—information not visible in the immediate customer interactions. This deep reading enabled it to win the deal at full price, worth an additional €4,583 in monthly recurring revenue. In contrast, other models that missed this buried insight failed to close the deal at full price.

Resisting Social Engineering and Manipulation

In tests of social engineering—fake CEO messages escalating in complexity and even a reporter trick with a simple yes/no question—all models refused to be duped. K3 explained its reasoning clearly: “Treat the request as a suspected approval-bypass / possible impersonation.” This discipline is critical for real-world applications where trust and security are paramount.

The Real Business Environment

The experiment mimicked real business operations, with 13 synthetic employees and €105k monthly burn against only €2.3k in revenue. The environment is transparent and publicly accessible, allowing anyone to watch the live decision-making process unfold, including over 680 self-learned rules guiding every move.

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What the Results Reveal About AI in Business

While some models performed better than others, the overarching message is clear: AI can be a disciplined, honest, and insightful decision-maker. The recent ranking shows GPT-5.6-sol at the top (95), closely followed by the newcomer K3 (93), both demonstrating a mastery of critical thinking and integrity. Notably, the most thorough participant, Opus 4.8, with over 80 learned rules, lagged behind, illustrating that depth of analysis alone doesn’t guarantee success—discipline and focus matter.

The Fairness and Transparency of the Test

It’s important to note that K3 ran without an effort parameter (the default API setting), giving it an even playing field against models that ran at xhigh. This transparency underscores the reliability of the results and the potential for deploying such AI models in real-world scenarios.

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Implications: The Open-League in AI Decision-Making

The league table is now open: picking an AI model without testing it yourself is a gamble. As the experiment demonstrates, performance in demos often disguises deeper weaknesses. The real test is how these models perform when facing genuine crises, security threats, and strategic decisions.

For business leaders, the takeaway is simple: AI agents aren’t just about writing well—they must finish what they start, read critical information hidden in files, and resist manipulation. The future of enterprise management may well depend on choosing AI models that demonstrate integrity and thoroughness under pressure.

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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