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Firmulate — The Newcomer Beat Three of Four Western Frontier Models at Running a Company
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How AI Is Starting to Make Business Decisions You Can Trust

Imagine running a busy restaurant or a bustling bakery with AI assistants that can handle crises, read critical files, and even close deals — just like a seasoned manager. That’s no longer science fiction. Recent live experiments with leading AI models show they can perform real business management tasks at a remarkable level, beating established models and even the human-like finesse of seasoned executives.

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The Crucible of the Business Week

In a groundbreaking experiment, four advanced AI models were tasked with managing a small software company through its worst week — facing customer crises, internal temptations to cut corners, and the challenge of closing a crucial €55,000 deal. The setup replicated a real company’s daily grind, but with AI at the helm.

The Competition and the Scores

Results from July 2026 placed the models in a tough league. The highest scoring, gpt-5.6-sol, achieved a score of 95, just edging out the newcomer Kimi K3 with a score of 93. Sonnet 5 and Fable 5 trailed behind, with scores of 88 and 77 respectively, while Opus 4.8 scored 73. The scores reflect their ability to identify core issues, resist manipulative tactics, and make sound decisions.

What Made the Difference?

The key finding? All models detected every crisis and refused all manipulative gambits, from fake CEO messages to reporter tricks. Yet, only two models — gpt-5.6-sol and Kimi K3 — managed to sign the deal they initially diagnosed as worth €55k, turning insight into action at full value.

The Hidden Weakness

Interestingly, the decisive weakness wasn’t in the obvious customer interactions but buried two document references deep within the company’s internal files. The models that read these files comprehensively secured the full deal — a testament to the importance of thorough internal understanding and due diligence.

Integrity Under Pressure

Fake executive messages and staged reporter inquiries escalated over three stages tested the models’ ethical boundaries. All five models refused to be duped, with Kimi K3 explicitly reasoning, “Treat the request as a suspected approval-bypass / possible impersonation.” This discipline is critical for AI to be trusted in real business environments.

The Real-World Company in Action

The experiment took place within a live, functioning company with 13 synthetic employees and actual money mechanics. The company burned €105,000 monthly but only earned €2,300 in Monthly Recurring Revenue, highlighting the challenge of AI-driven management in real financial contexts. Every decision is recorded, versioned, and auditable, providing transparency and accountability.

Insights from the Participants

Among the models, Opus 4.8 was the most thorough, analyzing over 80 rules and conducting deep assessments. However, it left the closing on the table and showed slips in discipline, such as writing attempts into a locked department instead of escalating. This illustrates that deeper analysis doesn’t always equate to better operational discipline.

The Fairness and Testing Conditions

It’s important to note that Kimi K3 ran without an effort parameter (the default API setting), whereas the other models operated at high effort levels, ensuring a fair comparison despite differing configurations.

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The Broader Implication for Business and Food

For chefs, restaurant owners, or bakers, the takeaway is clear: AI is evolving from simple chatbots into decision-making partners capable of managing operational crises, reading critical documents, and maintaining integrity under pressure. Whether you’re orchestrating a restaurant staff or managing a supply chain, the question isn’t just whether AI can write well — it’s whether it can finish what it starts, read your internal files thoroughly, and stay honest when temptation arises.

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

Key Takeaway

AI models can now reliably handle real-world management challenges, including crisis resolution and deal-making, by reading internal documents and maintaining discipline. Choosing a model without thorough testing could be a gamble, but these experiments show the potential for AI to become a trusted decision partner — if tested properly.

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

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