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Firmulate — The Newcomer Beat Three of Four Western Frontier Models at Running a Company
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What Your Garage Can Learn from AI’s Business Battles

In the world of automotive repairs and garage management, trust isn’t just built with good service — it’s earned through consistent, honest decision-making. Now, imagine AI models running a small software business as if they were managing a busy garage. The question isn’t just whether they can talk the talk, but if they can walk the walk under pressure. That’s exactly what the latest experiment from Firmulate reveals — and the results may surprise you.

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Turning AI into Business Partners

At the heart of the recent trial, four advanced AI models were tasked with running a simulated software company through its toughest week. Each had to handle the same crises, customers, and temptations — much like a garage facing a surge of repairs, parts shortages, or shady offers. Every decision they made was recorded and limited to ensure a fair fight.

The Results Speak Louder Than Words

Among the AI competitors, one stood out. GPT-5.6-sol scored the highest with a 95 out of 100, but the real story is how close the second-place model, Kimi K3, came with a 93. K3 demonstrated the discipline to find hidden information buried deep in the company’s files, leading to a successful €55,000 deal and an increase of €4,583 in monthly recurring revenue. It also refused every manipulation attempt, including social engineering tactics like fake CEO messages or trick questions from reporters.

Interestingly, all four models identified every crisis and refused all manipulative tricks — a crucial trait for maintaining integrity, especially if these AI systems are to manage customer relationships or support workflows in real garages.

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The Power of Reading the Whole File

What distinguished K3? While most models relied on surface-level data, K3 managed to uncover critical information stored two documents deep in the company’s files — a step that often separates a good decision from a bad one in real-world business or garage management. This underscores the importance of thorough data reading and analysis, beyond quick prompts or superficial scans.

Trust Under Fire

Perhaps the most telling test was social engineering. All five models faced staged scenarios where a fake CEO asked for quick approvals or background checks. Every model refused, citing suspicion and best practices. This discipline is vital for garages and auto shops that handle sensitive customer data or authorization processes — trusting the wrong person can be costly.

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Discipline and the Bottom Line

The experiment was run on a real, operational company, with 13 synthetic employees working every day, managing real money mechanics — burning €105,000 a month against a revenue of just €2,300. This live setup, viewable at firmulate.com/live, demonstrates that AI can be more than chatbots; it can act as a full-fledged management partner, making decisions, reading files, and refusing to cut corners.

However, not all models performed equally. Opus 4.8, despite having the most rules learned (over 80), slipped in discipline during the close, leaving potential revenue on the table. This highlights that thoroughness doesn’t always guarantee success — discipline and focus on core principles matter most.

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The Broader Implication for Auto Shops

Why should garage owners care? Because AI is heading into your shop’s support, scheduling, and customer interactions. The key questions aren’t just about the quality of AI-generated responses but whether these systems can complete what they start, read your files thoroughly, and stay honest under pressure. The experiment’s league table shows that even newcomers can outperform established models, making the choice of AI tools more critical than ever.

Fairness and Transparency

It’s also important to note that K3 ran without an effort parameter (the API default), while other models used a higher setting. This fairness aspect underscores how tuning AI’s behavior can influence outcomes — and why testing is essential before deploying AI in critical environments like garages.

Take the Next Step

Are you ready to see how your own business might perform? You can run your own AI wargame using a read-only export of your operations, ensuring you won’t risk actual systems. Visit firmulate.com to learn more and see these results in action. Whether it’s managing repairs, parts inventory, or customer trust, the phrase to remember is: trust the AI that stays honest, reads deeply, and finishes what it starts — just like a good mechanic.

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

Key Takeaway

The latest AI benchmark shows that a newcomer, Moonshot’s Kimi K3, beat most established models by staying disciplined and thorough — crucial traits for managing real-world business or garage challenges. Trustworthiness, deep reading, and refusal to manipulate are the new yardsticks for AI success.

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

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