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Firmulate — The Newcomer Beat Three of Four Western Frontier Models at Running a Company
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Imagine an AI that not only helps with customer questions but actually manages a real company’s operations — making decisions, reading files, and sticking to honest practices under pressure. That’s not science fiction; it’s what the latest experiment with artificial intelligence models has achieved, and it’s a game-changer for anyone interested in reliable automation — including your floor care business.

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The Experiment: Putting AI to the Test in a Business Environment

In a recent public experiment, four advanced AI models were tasked with managing a small software company through a notoriously tough week — complete with customer crises, internal temptations, and the need for disciplined decision-making. Every decision was recorded, every crisis monitored, and every manipulation attempt tested — all to see which AI could truly handle the complexities of running a business, not just spouting answers in a chat.

The Results: The Top Performers

In this high-stakes environment, all four models demonstrated remarkable awareness. They identified every crisis and refused every attempt to manipulate or deceive them. However, only two managed to close a critical deal worth €55,000, which would generate an additional €4,583 in monthly recurring revenue. Interestingly, the winner, a model called Kimi K3 from Moonshot, scored just slightly behind the top scorer, gpt-5.6-sol, with a 93 versus 95 out of 100. The other contenders, Sonnet 5, Fable 5, and Opus 4.8, trailed with scores of 88, 77, and 73 respectively.

The Hidden Weakness: Reading Deeper into the Files

What set Kimi K3 apart was its ability to uncover a buried detail two documents deep in the company’s files — a crucial insight that led to sealing the deal at full price. This shows that the most significant advantage in AI decision-making isn’t just surface-level analysis but deep comprehension of documented information, which can be equally vital in managing a business or even maintaining floors.

Resisting Social Engineering and Maintaining Integrity

In tests designed to fool the AI through fake CEO messages and staged reporter inquiries, all four models refused to be manipulated. Kimi K3’s reasoning was clear: treat such requests as potential impersonation attempts. This level of resistance underlines the trustworthiness of these models in sensitive decision-making, crucial for automation systems that handle real money and reputations.

Why This Matters for Your Business

For floor care and maintenance companies, this experiment underscores a vital point: AI isn’t just about chatty assistants or basic scheduling. It’s about systems that can read your entire operation, understand crises, and act honestly — under pressure — to deliver results that matter. Whether managing customer relationships, inventory, or service quality, a model like Kimi K3 demonstrates the potential to execute complex tasks reliably, saving costs and reducing risks.

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What Sets the Top Model Apart?

The experiment revealed that the highest-scoring AI, gpt-5.6-sol, succeeded by finding the critical buried fact, closing the deal, and performing at the full performance level. Kimi K3, the emerging leader from Moonshot, closely followed, with a clean discipline and a strong grasp of the key details. The other models showed more slips and skipped opportunities, illustrating that thoroughness and deep analysis are vital for dependable automation.

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Implications for Your Floor Care Business

As firms consider integrating AI into their daily operations, the key takeaway is clear: Not all AI models are created equal. Choosing a model that can read your files carefully, resist manipulation, and stick to honest decision-making is essential. The league table from this experiment acts as a benchmark for evaluating AI tools — with the top models proving they can handle the pressure and deliver real value.

Fairness and Testing Conditions

It’s important to note that Kimi K3 ran without an effort parameter (the default setting), while the others ran at a high effort level. This indicates that even with standard settings, K3 performed remarkably well, emphasizing its robustness and reliability in real-world conditions.

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Taking the Next Step

If you want to see how AI can improve your operations, you can run similar tests with your own business data — safely and without affecting your actual systems. These experiments, available at firmulate.com/pilot.html, provide a risk-free way to gauge AI’s potential for your company’s unique needs.

Ultimately, this experiment demonstrates that AI can go beyond simple automation and tackle complex, high-stakes decisions. For your floor care company, that means smarter scheduling, better customer insights, and more trustworthy service — all driven by AI that truly understands your business.

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

The latest AI models excel at complex decision-making, reading deeply into documents, and resisting manipulation — essential qualities for reliable automation. For your business, this signals a future where AI can handle critical tasks with honesty and precision, giving you a competitive edge in quality and trustworthiness.

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

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