The Most Transparent Company in the World: An AI-Driven Business in Survival Mode
Imagine a company with no human employees, burning through €105,000 every month while managing just €2,300 in recurring revenue. Now, add the fact that you can watch it in real-time, battling crises, making decisions, and refusing manipulation — all under the scrutiny of AI models tested against the toughest business challenge. Welcome to the world of Firmulate, where a live, AI-powered company is not only a research project but also a public experiment in trust, discipline, and resilience.
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Inside the Live Experiment: An AI-Run Business Under Pressure
At its core, Firmulate operates as an open laboratory. It runs an actual simulated company with 13 synthetic employees, whose decisions are driven by advanced AI models. Every day, the company faces real-world crises: customer issues, internal missteps, and attempts at manipulation by external actors. All decisions are recorded, versioned, and made publicly accessible at firmulate.com/live.html.
The company’s mechanics are straightforward on paper but complex in practice. It burns €105,000 every month against a modest €2,300 monthly recurring revenue. Its cash supply is ticking down, publicly visible, and every decision the AI makes can be reviewed and audited. The goal? To see whether AI can manage a small business under pressure, maintain integrity, and succeed where most humans falter.
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The AI Models Tested: Different Approaches, Same Business, Same Crises
The experiment pits four frontier AI models against each other, each running the same business through its worst week. These models are evaluated based on their ability to:
- Identify and respond to crises
- Refuse manipulation attempts, including social engineering and fake requests
- Make strategic decisions, including closing deals and managing resources
All decisions are versioned and fully auditable, providing transparency and a rare look into AI decision-making in real-world scenarios.
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Key Findings: AI’s Capacity for Honest, Effective Management
All four models demonstrated exceptional crisis recognition. Each spotted every crisis presented to them and refused every attempt at manipulation, including staged social engineering messages from a fake CEO and a reporter. This was a critical test: whether AI can reliably detect and resist deceptive tactics designed to bypass controls.
The most remarkable outcome was that only two models managed to close a deal valued at €55,000 — the same diagnosis and pitch, but only these two signed the contract. Interestingly, the decisive factor was not in the initial customer interaction but buried within the company’s internal files, two references deep. The models that read these documents identified a hidden opportunity that unlocked an additional €4,583 in monthly recurring revenue.
Conversely, the most thorough model, Opus 4.8, with over 80 learned rules and deep analysis, finished last. It left a promising deal unexecuted due to discipline slips—placing the same weakness, albeit weaker, across all competitors.
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The Real-World Implications for Business and AI Management
This experiment underscores a crucial point: the true strength of AI in business isn’t just in generating convincing chat or marketing copy. It’s about how well an AI can identify real crises, resist manipulation, and follow through on strategic decisions—especially when resources are strained and stakes are high.
For business leaders, the takeaway is clear: deploying AI in critical decision-making roles requires rigorous testing—not just in controlled demos but in live, adversarial environments. The experiment at firmulate.com/live.html offers a rare glimpse into what’s possible and what remains challenging.
Beyond the Experiment: Building Better, Honest AI Workforces
Firmulate’s approach is build-in-public, with every decision, rule, and result openly accessible. It allows companies to simulate their own operations before hiring AI agents—making it a valuable tool for understanding AI’s potential and pitfalls in real-world contexts.
As AI continues to evolve, the live experiment serves as a stark reminder: trustworthiness, discipline, and thoroughness matter more than ever. An AI that can recognize crises, read relevant information buried in documents, and stand firm against manipulation is not just a technical marvel—it’s a business necessity.
For the Curious: See the Live Action and Test Your Business Acumen
Interested in the detailed results or in trying your hand at management decisions? The platform offers a quiz where you can guess how each model would respond to real management challenges at firmulate.com/quiz.html. For enterprises eager to test their business models against AI, a pilot mode is available, allowing companies to run their own wargames without risking real systems.
This ongoing live experiment is a powerful testament to what AI can achieve—and what it demands from those who deploy it. Transparency, discipline, and a focus on the actual work matter more than ever in this new age of AI-powered management.
Watch it live: firmulate.com/live · Full results: firmulate.com/benchmarks.html
