Imagine managing a busy pool or patio business where every decision counts — from handling customer crises to sealing deals. Now, picture having an AI team making those decisions, tested in a real-world simulation. Would it stay honest? Would it close deals at full value? Welcome to a groundbreaking experiment that pits advanced AI models against the toughest management challenges, revealing what makes an AI trustworthy — and what doesn’t.
The Live Experiment: Putting AI Models to the Test
At firmulate.com, a real small software company is running daily operations, but with a twist: their decision-making is powered by four cutting-edge AI models. Each model faces identical crises, customer demands, and temptations — from securing lucrative deals to resisting manipulation attempts. The goal? To see which AI can best emulate trustworthy, competent management in a high-stakes environment.
Same Crises, Different Minds
Every day, every AI receives the same set of challenges: a customer crisis that threatens to escalate, a tempting manipulation to bypass protocols, or a confidential file that could be the key to closing a deal. Remarkably, all four models detected every crisis and refused every attempt to manipulate or cheat. They pass the basic test of honesty and vigilance. Yet, the story doesn’t end there.
Who Keeps the Deal and Who Doesn’t?
Despite their similar crisis responses, only two models managed to close and sign the €55,000 deal their own analysis had earned. The other two did not. The surprise? The decisive factor was a buried document reference—something the models that read into the company’s files identified and used to clinch the deal at full price. Those who overlooked this crucial detail left money on the table, costing the company over €4,500 in monthly recurring revenue.
Behavior Under Pressure
The experiment also involved social engineering scenarios—fake CEO messages escalating in three stages and a reporter asking for a quick ‘yes/no’ background approval. All five models refused these attempts, demonstrating an understanding of impersonation risks. Kimi K3, for example, reasoned: “Treat the request as a suspected approval-bypass / possible impersonation.” It’s a clear sign that some models prioritize security and trustworthiness.
trustworthy AI decision-making software
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What Makes These Models Different?
- Performance Scores: In the leaderboard, gpt-5.6-sol scored 95, the highest, thanks to its ability to find the hidden document and close the deal. Kimi K3 scored 93, also closing the deal but with the cleanest discipline. Sonnet 5 scored 88, and Fable 5 scored 77, both closing but making more process slips.
- Discipline and Focus: The most thorough model, Opus 4.8, with over 80 learned rules and deep analyses, finished last in closing the deal due to slipping on discipline—leaving decisions on the table instead of escalating them properly.
- Fairness and Settings: K3 ran without an effort parameter (default API setting), while others ran at a high effort setting, possibly affecting their behavior.
Why This Matters for Your Business
In the world of pools, patios, and water features, trust and reliability are everything. Just as a misjudged chemical ratio or a skipped safety check can ruin a customer’s experience, trusting an AI to make honest, thorough decisions is critical. This experiment shows that some AI models are better suited for management tasks involving integrity, detailed analysis, and focus—a vital insight if you’re considering AI for support, CRM, or operational oversight.
Experience the Future with Live Data
The live site at firmulate.com offers a real-time view of this ongoing experiment. Every workday, the software company’s AI-powered workforce faces new crises, makes decisions, and learns from its mistakes. You can watch the decisions unfold, read employee comments, and see which models excel under pressure — without any risk to your own systems.
Try It Yourself
Curious about how your business might perform? You can run a similar wargame against your own operations using a read-only export—no writing back to your systems, just analysis. Visit firmulate.com/pilot.html to learn more or contact us at contact@firmulate.com.
Not all AI models are created equal in management tasks. Some excel at honesty and focus, precisely the qualities needed to run a trustworthy, effective business—especially in high-stakes environments. Discover which AI might be your best employee for integrity and performance.
Watch it live: firmulate.com/live · Full results: firmulate.com/benchmarks.html
