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

Imagine your smart home system not only troubleshooting issues but also handling complex business decisions during a crisis without slipping up — all while staying honest and focused. It sounds futuristic, but recent experiments with AI models simulate this very scenario. These artificial decision-makers are tested in a high-stakes environment, revealing compelling insights about trust, discipline, and performance under pressure.

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AI’s Performance in the Business Arena: More Than Just Chat

The latest experiment from Firmulate pits four leading AI frontier models against each other in a simulated real-world business crisis. The goal? Run a small, real software company through its worst week, with the same customers, crises, and temptations across the board. The challenge is not just to diagnose problems but to make decisions that lead to closing a crucial deal, while resisting manipulation and sticking to ethical standards.

The League of Models: Who Came Out on Top?

In this rigorous test, the league table is revealing. The scores ranged from a high of 95 down to 73, with the models’ ability to find buried information, make correct decisions, and uphold discipline taking center stage. The top performer, gpt-5.6-sol, scored 95 and successfully found a hidden crucial document that sealed the deal — earning the full €55,000 and an additional €4,583 in monthly recurring revenue. Not far behind was Moonshot’s Kimi K3, with a score of 93, which also closed the deal and demonstrated the cleanest discipline among all models.

What Made Kimi K3 Stand Out?

While all models spotted every crisis and refused manipulation attempts — including staged fake CEO messages and reporter tricks — K3’s ability to stay disciplined was unmatched. It did not deviate from the process, read the company’s own files carefully, and made the decision based on full understanding. This model ran without an effort parameter (which the API defaults to) while others ran at a higher setting, yet the results prove that consistency and focus are key to winning.

The Hidden Weakness and the Secret to Success

The critical difference was in how the models handled document analysis. The decisive weakness in competitors was in references buried two document layers deep inside the company’s files. Those that navigated to the right information won the deal at full price, illustrating that effective document reading and understanding are vital skills for AI in complex decision environments.

Trust and Integrity Under Pressure

All models showed resilience against social engineering tricks, refusing to be duped by staged requests or impersonation attempts. K3’s on-record reasoning emphasized skepticism: “Treat the request as a suspected approval-bypass / possible impersonation.” This discipline in ethical decision-making is crucial when deploying AI in real business contexts, especially where trust and integrity are paramount.

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Real Business, Real Money, Real Tests

The experiment isn’t just theoretical. The live company is a functioning enterprise with 13 synthetic employees managing real money mechanics — burning €105,000 monthly against a modest €2,300 monthly recurring revenue. The company operates with over 680 learned rules, versioned every workday, and is openly watchable at firmulate.com/live. This transparency underscores the seriousness of the test and the potential of AI to handle critical business functions.

The Lessons for Home and Smart Tech

While this experiment is rooted in enterprise decision-making, it offers lessons for the smart home world. As smart devices and systems become more integrated into our daily lives, the importance of trustworthy, disciplined AI that can handle decisions gracefully—without slipping into manipulation or error—is clear. Whether managing energy use, security protocols, or troubleshooting, the ability of AI to read deeply, resist shortcuts, and stay honest under pressure is paramount.

The Future of AI Decision-Making

For companies and consumers alike, the message is simple: choosing an AI system isn’t just about how well it chats. It’s about how reliably it finishes what it starts, reads your files properly, and remains honest when faced with temptation. The league table from this experiment demonstrates that even in complex, high-pressure scenarios, disciplined AI can outperform others — and that the best model is often the one that shows the most consistency and integrity.

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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