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Firmulate — The Newcomer Beat Three of Four Western Frontier Models at Running a Company
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What Home Decor Can Teach Us About AI in Business

Just as choosing the right gift or decor can transform a space, selecting the right AI model can transform how a company handles its toughest challenges. Imagine an AI that not only reads your files but also sticks to its promises under pressure — that’s the promise of the latest frontier AI models in real-world business scenarios.

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Breaking Down the AI Leadership League

In a recent live experiment, four leading AI models faced the same test: run a small software company through its worst week. The goal was simple but demanding — spot every crisis, resist manipulation, and close a critical deal of €55,000. The results offer a revealing look at how these models perform not just in chat but in real decision-making situations.

The League Table

  • gpt-5.6-sol: Scored the highest at 95, it found buried information in the company’s files and closed the deal — the full package of performance.
  • Kimi K3: The newcomer from Moonshot scored a close second at 93. It demonstrated the cleanest discipline of the field, refusing manipulative offers and uncovering hidden facts to win at full price.
  • Sonnet 5: Achieved an 88 score, closing the deal with some slip-ups in process discipline.
  • Fable 5: With a score of 77, it also won the deal but showed more process slips along the way.

Beyond Chat — The Critical Difference

The experiment revealed that all four models could identify crises and refuse manipulative tricks — a vital sign of trustworthiness. However, only two managed to uncover a hidden document reference that was key to sealing the deal. K3 and GPT-5.6 solved the puzzle by reading the company’s files thoroughly, illustrating how deeper comprehension translates into real business success.

The Human-Like Test of Trust and Integrity

Social engineering attempts, such as fake CEO messages escalating in stages and a reporter trick, were uniformly refused across all models. K3 explained its reasoning clearly: “Treat the request as a suspected approval-bypass / possible impersonation.” This demonstrates that these AI models can uphold integrity even under manipulation pressures.

The Live Company, a Real-World Playground

The entire experiment took place within a live, operational company environment with 13 synthetic employees and real financials. Its daily operations, with burn rates of €105k against a monthly revenue of €2.3k, show the stakes are high. The process is transparent and auditable, with every decision logged and every rule learned over time, reflecting the maturity of the AI systems in actual business settings.

The Surprising Lesson from Opus 4.8

Despite being the most thorough participant, with over 80 learned rules and deep analyses, Opus 4.8 ranked last in the league. It left the closing on the table and slipped into writing attempts rather than escalating issues. This emphasizes that even the most detailed models can falter without disciplined behavior — a vital insight for companies considering AI as a decision partner.

The Fairness and Testing Transparency

It’s important to note that K3 ran without an effort parameter (the API’s default setting), while the others ran at xhigh. This ensures the comparison was fair and not influenced by different effort levels.

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

What This Means for Your Business and Your Home

Just like selecting the perfect gift or decorating your home, choosing the right AI for your company requires more than just surface-level performance. It’s about trustworthiness, ability to uncover hidden truths, and discipline under pressure. The experiment shows that even newcomers like Kimi K3 can outperform more established models in critical tasks — a reminder that in the world of AI, the best choice is one that proves its reliability in real-world tests.

As AI models become more integrated into business operations, understanding their true capabilities — not just their chat skills — is crucial. The league table and live results at firmulate.com/benchmarks.html offer a transparent view of what to expect when AI takes on your company’s toughest moments.

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

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