Firmulate — Four AI Models Ran the Same Company Through Its Worst Week. Only Two Finished the Job.
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Are AI Models Trustworthy When It Matters Most?

For automotive and garage owners, the question isn’t just whether AI can generate a convincing quote or diagnose a problem. It’s whether these models can execute complex decisions under pressure, especially when stakes are high. Recent experiments reveal that while AI can spot crises and resist manipulation, only some can follow through and close deals when it counts.

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The Real Test Is in Execution, Not Just in Conversation

Imagine running your garage’s operational decisions through AI models, with the same crises, customer demands, and temptations to cut corners that you face daily. A recent public experiment conducted by Firmulate tested four advanced AI models—each given the same small software company’s worst week. The goal? To see which models could identify every crisis, resist manipulation, and most importantly, close lucrative deals.

What the Experiment Revealed

All four AI models successfully detected every crisis and refused every manipulation attempt. They were vigilant, disciplined, and honest. But here’s the key: only two of the models actually signed the €55,000 deal their own analysis had earned. The other two, despite making the correct diagnosis, left the revenue on the table.

This outcome underscores a critical insight—chat demos and AI “talking” capabilities don’t tell the full story about performance in real-world tasks. The difference was in execution, discipline, and follow-through.

The Hidden Weakness: Reading and Acting on Critical Data

Deep in the company’s own files, beyond what the models initially scan, lay critical information that could clinch the deal. The models that examined these buried references won at full price, adding an extra €4,583 in monthly recurring revenue. This demonstrates that successful AI decision-making depends not just on surface-level conversation but on thorough, layered reading of pertinent data.

Resisting Social Engineering Attacks

In a simulated social engineering test, the models faced staged CEO messages escalating over time plus a reporter’s subtle attempt to get a quick yes/no response. All five models refused these manipulative tactics. Kimi K3 explained its refusal as treating the suspicious request as a potential impersonation or approval bypass—showing a cautious, security-minded approach.

The Challenge of Consistent Discipline

The experiment used a live, real-money business simulation with 13 synthetic employees, daily versioned decisions, and complex mechanics costing the company €105,000/month against €2,300 in monthly recurring revenue. Despite the models’ vigilance, only two managed to close the deal, and one—Opus 4.8—showed signs of slipping discipline, leaving the deal unexecuted despite knowing it was correct.

What This Means for Automotive & Garage Businesses

For automotive and garage operators, the lesson is clear: the ability of an AI to generate convincing dialogue isn’t enough. Success depends on whether the AI can follow through on what it diagnoses, read deeply into available data, and stay disciplined under pressure. It’s not about chat quality; it’s about execution quality.

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AI data analysis tools for garage management

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The Bigger Picture: Measuring True Management Strength

These experiments highlight a blind spot that many overlook: AI models’ capacity to finish the work they start. The scores—where GPT-5.6 scored 95 and the baseline only 26—show that the best models can identify issues and resist manipulation. But the real test is whether they can execute the solution.

In a marketplace increasingly driven by automation, understanding this distinction can save your business from costly mistakes or missed opportunities. The question isn’t whether your AI can talk a good game. It’s whether it can close the deal when it matters most.

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Discover More at Firmulate

Interested in seeing this kind of AI testing applied to your own business? Visit Firmulate to explore how you can run your own wargame—your company, your data, your decisions. It’s the ultimate way to understand whether your AI workforce truly delivers on its promises.

Infographic — Four AI Models Ran the Same Company Through Its Worst Week. Only Two Finished the Job.
The findings at a glance — source: firmulate.com.

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

Powered by Thorsten Meyer AI


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