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Firmulate — Four AI Models Ran the Same Company Through Its Worst Week. Only Two Finished the Job.
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Imagine trusting a virtual assistant to coordinate critical care or manage sensitive information — only to find that it can identify problems but not complete the tasks it uncovers. For senior care providers, understanding whether AI can truly deliver on promises is more vital than ever. A groundbreaking experiment by Firmulate uncovers the real strengths and weaknesses of AI models in high-stakes decision-making, revealing that the ability to diagnose is not enough — execution under pressure is what counts.

The Experiment: Putting AI to the Test in a Simulated Company Crisis

In a remarkable live experiment, four of the world’s leading AI models faced the same challenge: manage a small software company through its worst week, complete with customer crises, internal temptations, and ethical dilemmas. Each model was tasked with diagnosing issues, offering solutions, and closing deals — just as a business leader would navigate turbulent times. Every decision was recorded, versioned, and auditable, ensuring transparency in performance.

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The Findings: Diagnosing Is Easy, Closing Is Hard

All four models showed proficiency in identifying crises and resisting manipulative tactics. For example, when fake CEO messages tried to pressure the AI into bypassing approval steps, all models refused to comply, citing concerns over impersonation or bypassing safeguards. This indicates a shared strength in recognizing ethical boundaries and manipulation attempts.

However, the real story emerged in whether these models could follow through on their analyses. Out of the four, only two successfully signed the €55,000 deal that their own diagnoses had earned them. Despite similar diagnoses and pitches, the other two left the deal on the table, failing to convert their insights into signed agreements.

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The Hidden Weakness: The Critical Information Is Buried

Digging deeper, the experiment revealed that the decisive factor was reading and acting on specific internal documents. The models that examined files containing crucial information secured the deal at full price (+€4,583 monthly recurring revenue). Conversely, models that overlooked these key documents failed to close, despite correct diagnoses. This underscores a vital insight: surface-level capabilities like chat demos or superficial analysis may be misleading — true effectiveness depends on context-aware reading and decisive action.

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Implications for Senior Care and Aging Services

For organizations in senior care, this research offers a cautionary tale. AI systems may appear competent in diagnosing issues — such as identifying patient needs or operational bottlenecks — but their ability to execute plans, follow through on commitments, and maintain integrity under pressure remains untested in typical demos. The difference between diagnosing a problem and actually resolving or implementing solutions is critical, especially when lives and well-being are involved.

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The Real Cost of AI in Business

Another eye-opening aspect is the cost of useful work. Successfully closing that €55,000 deal translates into significant revenue, highlighting that performance is not just about understanding but also about execution. AI models that fail to execute, despite good analysis, may end up costing your organization more than they save. Conversely, models like gpt-5.6-sol and Kimi K3, which achieved full closure, demonstrate how a disciplined approach and thorough reading can lead to tangible results.

Beyond Chat: Measuring What Truly Matters

This experiment challenges the prevalent focus on chatbot capabilities or surface-level interactions. The real measure of an AI’s value is whether it can sustain discipline, verify critical information, and follow through under pressure. For senior care providers, the lesson is clear: evaluate AI not just by how well it communicates but by its ability to deliver consistent, trustworthy outcomes in real-world scenarios.

Experience the Live Wargame

Interested in seeing this in action? The live platform allows organizations to run their own “wargame” against their business data, without risking real systems or data. This provides a safe, transparent way to assess how AI models might perform in real crises — and whether they can truly close the deal when it matters most. Visit Firmulate to learn more about this innovative approach to AI testing and benchmarking.

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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This article is for informational purposes only and is not medical advice. Always consult a qualified healthcare professional about your specific situation.


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