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

In the world of arts and culture, we cherish authenticity and integrity—values that are now being tested in the realm of artificial intelligence. Imagine AI models running a business through its most turbulent week, where the questions aren’t just about how well they chat but whether they can truly see tasks through to the end. The results reveal a surprising truth: only a few can sustain honesty and discipline under pressure, a lesson that echoes beyond business into creative trust and authenticity.

Recently, a groundbreaking live experiment put four advanced AI models to the test, simulating the management of a small software company facing its worst week. The company encountered crises, customer demands, and even manipulative social engineering attempts—tests designed to measure real-world operational integrity, not just conversational skills. These models, from the newest GPT-5.6 to the seasoned Sonnet 5, all identified every crisis and refused every manipulation, demonstrating their capacity for ethical decision-making in theory.

However, the story doesn’t end there. When it came to executing their own solutions—signing contracts, closing deals—the results diverged sharply. Only two models managed to follow through and sign the €55,000 deal their own analysis had earned. The other two, despite their clear diagnoses and pitches, left the deal on the table, unable or unwilling to complete the process. The difference wasn’t in their ability to diagnose but in their discipline to execute and close.

A deeper layer of the experiment uncovered a crucial factor: the key to winning the deal was buried two document references deep in the company’s files, not in the immediate customer interactions. The models that read and understood these internal documents at full depth secured the full deal, worth over €4,583 in monthly recurring revenue. This highlights a critical gap—chat demos, often used to showcase AI capabilities, fail to reveal whether a model can dig into data, follow through on commitments, and maintain discipline under pressure. The true measure is not how well they chat but how well they finish.

Social engineering attempts—fake CEO messages escalating in three stages plus a reporter trick—were met with unwavering refusal by all models. Kimi K3’s on-record reasoning captured this: “Treat the request as a suspected approval-bypass / possible impersonation.” It’s this resistance to manipulation, combined with the ability to read deeply and follow through, that defines operational integrity in AI.

In the live company simulation, the stakes were real: 13 synthetic employees managed real money mechanics, burning €105k a month against just €2.3k in monthly revenue, with a public cash countdown. The AI models managed a complex web of policies, self-learned rules, and versioned decisions—yet only some managed to close the deals they diagnosed. The most thorough participant, Opus 4.8, with over 80 learned rules, fell at the final hurdle, leaving a deal unexecuted due to discipline lapses—showing that even comprehensive analysis isn’t enough without execution discipline.

This experiment underscores a vital insight for arts and culture institutions increasingly integrating AI: chat quality isn’t the sole metric. The real question is whether these models can see tasks through, read and interpret deep data, and resist temptations to cut corners. As with any creative endeavor that values authenticity, trust in AI depends on more than surface-level interactions—it’s about performance under pressure.

To explore these findings further, visit the live experiment at firmulate.com/live and see how AI models manage real-world business crises. This testing ground offers a clear view of operational integrity, revealing the unseen qualities that distinguish a good AI from a truly reliable one.

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

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