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Imagine decorating your home or choosing the perfect gift—how often do you wonder if the decision was truly made with honesty and clarity? Now, what if your AI assistant was running a small business through its toughest week? Would it stay trustworthy, or cut corners? At Firmulate, real AI models are put to the test in a simulated environment that mirrors real-world crises, revealing their management personalities and decision-making styles.

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The Live AI Business Wargame

Every day, a small software company faces the same set of challenges—difficult customers, internal crises, and tempting shortcuts. Four advanced AI models, built by frontier developers, run this company in parallel, each one making the same decisions under identical conditions. The goal? To see if these models can navigate complex situations ethically and effectively, and to measure their management personalities.

The Five-Star Test of Integrity and Skill

The experiment involves a series of unfiltered, real-time decisions. All four models successfully identify every crisis, from customer complaints to operational failures. They also refused every attempt at manipulation—whether it was an outside effort to bypass approval steps or a fake CEO message designed to trick them into signing a deal without proper review.

However, only two of these models managed to close the most important deal in the simulation—a €55,000 contract that their own analysis justified. Despite analyzing the situation thoroughly, these two models signed the deal, demonstrating trustworthiness and decisiveness. The other two, although they diagnosed and pitched correctly, left the deal on the table, showing hesitation or discipline lapses.

The Hidden Weakness Behind the Curtain

Digging deeper, the experiment uncovered a subtle but decisive factor: the models that succeeded read two documents deep into the company’s own files—information critical for closing the deal. Those that skipped or ignored this step missed the full picture, leading to missed opportunities and weaker performance overall.

Managing Under Pressure: The Social Engineering Test

Beyond internal decision-making, the AI models faced an external challenge—fake messages from a supposed CEO, escalating through three stages, and a reporter asking for a quick background approval. All five models, including the most disciplined, refused to be manipulated, treating the requests as potential impersonation or fraud, showcasing their ability to resist social engineering tactics.

AI Builders: Making The Decisions That Turn AI Code Into Real Software

AI Builders: Making The Decisions That Turn AI Code Into Real Software

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The Real-World Implications

This isn’t just an academic experiment. The live company, powered by these models, operates with 13 synthetic employees and handles actual money, burning through €105,000 monthly against a modest €2,300 in monthly recurring revenue. It’s a high-stakes testbed, where every decision, rule, and reaction is versioned and observable at firmulate.com/live.

The Profiles of the Models

The most focused participant, Opus 4.8, brought over 80 learned rules and deep analysis but ultimately slipped in closing the deal, leaving money on the table and failing to escalate in some cases. Meanwhile, the Kimi K3 model, operating without an effort parameter, showcased the cleanest discipline, clinching the deal at full price—plus an extra €4,583 in monthly recurring revenue from the buried file information.

What Does This Mean for Your Business?

The takeaway is clear: when deploying AI to manage or support your operations, it’s crucial to understand not just how well it communicates, but whether it can finish what it starts, read the critical information first, and stay honest under pressure. The experiment underscores that a model’s decision-making personality can be measured—and that these traits have real consequences.

Test Your Own AI Decision-Maker

Curious about how your existing AI tools stack up? You can run the same wargame against your business data, with no risk to your actual systems. Just visit firmulate.com/quiz.html to start the interactive quiz that challenges AI models with real management decisions, revealing their management style and ethical compass.

Infographic —
The findings at a glance — source: firmulate.com.

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

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