firmulate.com/benchmarks.html — live view
Firmulate — Four AI Models Ran the Same Company Through Its Worst Week. Only Two Finished the Job.
Live on firmulate.com.

Imagine you’re managing a busy woodworking shop or DIY project, and suddenly, your tools face the worst possible conditions — a sudden surge of orders, supply chain disruptions, and tricky client demands. Would your team stick to the plan and complete the job, or succumb to shortcuts and manipulation? Now, what if your team was an AI, tested against real-world business crises? The results might surprise you.

Testing AI’s True Business Strength: More Than Just Chat Skills

Recently, a groundbreaking experiment put four advanced AI models through the same simulated business week, each tasked with running a small software company facing its worst crises. The goal? To see if these AI ‘managers’ could identify issues, resist manipulative tactics, and close deals — all crucial qualities for any reliable worker, especially in complex environments like your woodworking shop or DIY enterprise.

Amazon

AI business management tools

As an affiliate, we earn on qualifying purchases.

As an affiliate, we earn on qualifying purchases.

The Firmulate Benchmark: Measuring Beyond Chat

This experiment is part of the Firmulate Benchmark League, where AI models are scored on their ability to manage real business scenarios, not just generate convincing chat. The models ranged from the most advanced, like gpt-5.6-sol with a score of 95, to a baseline model with 26 points. Their task was to handle the same crises, make decisions, and close deals amidst temptations to cheat or manipulate the system.

Key Findings: Honesty and Discipline Matter

All four models identified every crisis and refused every attempt at manipulation, including fake CEO messages and reporter tricks. This ability to resist manipulation is crucial, especially when you’re working with tools that might be tempted to cut corners. Yet, only two models managed to close the €55,000 deal that their own detailed analyses had earned — a clear indicator that honesty alone isn’t enough; execution and discipline are just as vital.

The Hidden Weakness: Reading the Files

Interestingly, the decisive factor was not in the initial crisis detection but in uncovering critical information buried two document references deep in the company’s files. The models that read and understood the detailed internal documents succeeded in closing the high-value deal, worth an additional +€4,583 in monthly recurring revenue. This highlights a key point: superficial chat demos don’t reveal a model’s true business capability. To see if an AI will deliver consistent, valuable work, you need to test how well it reads, understands, and acts on complex information.

The Human Element: Firmulate’s Live Business

The experiment was conducted in a real, live environment with a small software company that runs every workday, losing money while managing 13 synthetic employees and €105k in monthly burn against €2.3k in recurring revenue. The company’s operations mimic real-world mechanics, with an ever-changing set of rules and decision points, all versioned and transparent. This setup allows businesses to run their own ‘wargame’ against their AI workforce—testing its decision-making under pressure without risking actual systems.

Discipline Under Pressure: The Difference Between Winners and Losers

In the experiment, the most thorough model, Opus 4.8, with over 80 learned rules and deep analyses, was the last-place finisher in closing the deal — despite its thoroughness. It left the deal unexecuted, writing attempts into a locked department instead of escalating. Meanwhile, the top-performing models, gpt-5.6-sol and Kimi K3, closed the deal at full price, demonstrating that discipline and focus on execution are more important than just knowing the right diagnosis.

What Does This Mean for Your Business?

If you’re considering integrating AI into your woodworking or DIY business, the lesson is clear: don’t just look for a model that can generate convincing chat. Ask if it can finish what it starts, read critical documents thoroughly, and stay honest under pressure. These qualities are invisible in typical demos but are essential for real-world success.

Try It Yourself

At Firmulate, you can watch this live experiment unfold, run your own business wargame, or challenge an AI model to see if it can truly handle your operations. It’s time to move beyond superficial tests and evaluate AI performance in the messy, unpredictable world of real business.

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


You May Also Like

Humidity’s Sneaky Effect: When Waterborne Paint Won’t Level

Gaining control of humidity is crucial, as unseen moisture can sabotage your waterborne paint’s smooth finish—discover how to prevent this hidden problem.

10 Art Shows to See in DC This Summer

Discover the top 10 art exhibitions opening in Washington, DC, this summer, featuring a mix of contemporary, historical, and innovative works.

Induction Time Explained: When Mixing Isn’t ‘Done’ Yet

Wading through induction time reveals subtle clues that signal when mixing is truly progressing, and understanding these signs can transform your results.

Foam Marks Under Sprayed Topcoat: Why They Show Through Later

Great surface preparation and proper technique are crucial, but understanding why foam marks under sprayed topcoat show through later can help you achieve a perfect finish.