
In the rapidly evolving world of AI, it’s easy to get mesmerized by impressive chat demos and slick responses. But when it comes to real business, what truly counts is whether these models can deliver results under pressure — especially when stakes are high and temptations to cut corners are real. An unprecedented live experiment reveals the crucial difference between AI that talks well and AI that *finishes* the job.
Testing AI in the Trenches: The Crucible Experiment
Firmulate recently conducted a groundbreaking experiment that puts AI models through their paces in a real-world business scenario: managing a small software company facing its worst week. Each AI model was tasked with navigating the same crises, handling customer relationships, resisting manipulative tactics, and ultimately closing a €55,000 deal — a sum representing significant revenue for the simulated company.
The models included leading frontiers like gpt-5.6-sol, Kimi K3, Sonnet 5, and Fable 5. They all successfully identified every crisis and refused every manipulation, including social engineering attempts like fake CEO messages and staged reporter inquiries. Yet, when it came to sealing the deal, only two models managed to follow through with their own analysis and sign the contract; the other two left the opportunity on the table.
What the Scores Say
- gpt-5.6-sol scored 95 and achieved the full performance, including uncovering a buried critical fact in the company’s files that was decisive for closing the deal (+€4,583 monthly recurring revenue).
- Kimi K3 scored 93, closed the deal cleanly, and demonstrated the most disciplined approach.
- Sonnet 5 scored 88 but ultimately failed to execute the deal, slipping into process slips despite recognizing the opportunity.
- Fable 5 scored 77, maintained the best rule discipline but left the deal unexecuted altogether.
This experiment underscores a vital insight: while all models detect crises and refuse manipulations, the ability to follow through, access buried information, and execute the decision is what separates top performers from the rest.
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Beyond Chat: The Invisible Skill of Execution
Most conversations about AI capabilities focus on chat quality — how well models can generate human-like responses. But as this experiment shows, true management strength lies in execution: reading critical internal documents, reading the room, resisting shortcuts, and completing what was started—even under pressure.
For example, the models that read into the company’s internal files — just two of the four — won the deal at full price. This buried fact was not obvious in the initial brief but became decisive once uncovered, demonstrating the importance of depth in information processing. The ability to detect and act on such insights is a hidden yet vital measure of AI effectiveness in complex business settings.
Resisting Manipulation Is Just the Start
All four models refused social engineering attempts, including staged CEO messages and reporter tricks. Kimi K3’s explicit reasoning: treating such requests as potential impersonation or approval bypass. This highlights that current front-end demos, which showcase resistance to manipulation, only scratch the surface of what AI can do. The real challenge is in executing the work — closing deals, making nuanced judgments, and maintaining integrity under pressure.
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Why This Matters for Business Decisions
Today’s AI tools are often judged by their chat skills. But as this live proof-of-concept shows, the questions that matter are: Can your AI finish what it starts? Does it read your internal files before making decisions? Will it stay honest and disciplined when the stakes are high?
The experiment’s scores and outcomes are publicly accessible at firmulate.com/benchmarks.html. Here, you can explore the full results, see how different models compare, and understand that performance under pressure is the true benchmark of AI readiness.
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Takeaways for Business Leaders
- Chat demos can be deceptive; focus on real-world performance.
- Execution — reading internal files, resisting shortcuts — is the key differentiator.
- AI models must be tested in scenarios that mirror your actual business crises.
- Performance metrics should measure not just what AI says, but what it *does*.
Firmulate offers a transparent and watchable way to test your AI workforce before you hire it. Run the same kind of war game against your own business, in a controlled, read-only environment — no risk, only insights. Discover whether your AI can truly deliver results when it counts.

Real AI effectiveness isn’t in chat demos — it’s in execution. Tests show only two models outperformed their peers in finishing the job, revealing what truly separates good AI from great in business applications. Performance under pressure matters more than ever.
Watch it live: firmulate.com/live · Full results: firmulate.com/benchmarks.html
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