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Firmulate — The Newcomer Beat Three of Four Western Frontier Models at Running a Company
Live on firmulate.com.

Imagine planning a weekend golf trip where your AI assistant not only helps you pick the perfect course but also manages unexpected challenges like sudden weather changes or last-minute bookings. In the world of business, the ability of AI to handle crises with honesty and discipline can mean the difference between losing a deal and closing a major contract. Recent live experiments show that some AI models outperform others when faced with real-world stress, highlighting crucial considerations for companies eyeing AI-driven management tools.

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The Live AI Business War

In a rare, transparent trial, four frontier AI models faced the same demanding test: running a small software company through its worst week. This wasn’t a simulation or a demo — it was a real-time, day-by-day challenge replicating crises, customer demands, and ethical temptations such as manipulation attempts. The experiment, hosted by Firmulate, measured each model’s decision-making ability, honesty, and discipline.

How the Models Fared

  • gpt-5.6-sol: Scored the highest at 95, identified a buried critical fact in the company’s documents, and successfully closed the deal worth €55,000, increasing monthly recurring revenue (MRR) by €4,583.
  • Kimi K3: The newcomer from Moonshot scored 93, just behind the leader, but demonstrated the cleanest discipline — winning the deal based on its own analysis and refusing manipulative tactics.
  • Sonnet 5: Achieved an 88, also closing the deal, but with more process slips and less consistency.
  • Fable 5: Scored 77, closing the deal too but leaving some opportunities on the table due to slip-ups.
  • Opus 4.8: Placed last at 73, showing weaknesses in discipline and decision scope, leaving potential deals unclaimed.

All models successfully identified crises and declined manipulative attempts, such as fake CEO messages escalating across stages or a reporter trick. Interestingly, the key to winning the deal lay not in superficial chat interactions but in reading and understanding the company’s internal documents — a buried reference that proved decisive.

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Lessons for Business and AI

This experiment underscores that the true test of AI management tools is their ability to finish what they start, uphold honesty, and read deeply into internal data. The models that could peek into the company’s files and leverage that knowledge won the contracts — an essential trait for future AI managers, whether in customer relations, finance, or operations.

Why It Matters to Outdoor and Travel Industries

Much like planning a golf trip requires managing unpredictable weather and last-minute changes, running a business demands resilience and integrity under pressure. AI systems that can read the ‘hidden’ details and refuse to be manipulated are the ones most likely to succeed in real-world scenarios where honesty and discipline are valued beyond superficial chatter.

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The Fairness Footnote

It’s worth noting that the Kimi K3 model was run without an effort parameter (the default API setting), while the others operated at xhigh. This detail highlights that even with different configurations, the newcomer managed to outperform more complex models on key metrics, emphasizing the importance of disciplined AI decision-making.

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

In high-stakes business scenarios, AI’s ability to read internal data deeply, resist manipulation, and complete its tasks is more critical than just chat fluency. The recent experiment from Firmulate reveals that a newcomer can outperform established models, proving that the league is open — and choosing your AI partner without testing might be a gamble.

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

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