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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.

Imagine a home energy company facing a week of crises—simultaneous customer complaints, urgent service fixes, and tricky negotiations. Would your AI assistant not only spot problems but also close deals under pressure? Recent experiments show that while many AI models excel at understanding and diagnosing issues, only some can follow through to the finish line—an essential trait for real-world business success.

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When AI Meets the Reality of Business Crises

In a recent live experiment, four advanced AI models were tasked with managing a small but complex software company’s worst week. This scenario isn’t far from the chaos many energy firms face: fluctuating customer demands, urgent operational crises, and the temptation to cut corners for quick gains. The goal was to see which AI could diagnose problems, resist manipulative tactics, and, crucially, close a deal worth €55,000.

Every model faced identical challenges—fake CEO messages, customer complaints, and internal pressures—yet only two managed to sign the deal their own analysis deserved. This reveals a vital insight: there’s more to an AI’s competence than what chat-based demos can show. It’s not just about how well it understands language, but whether it can see the full scope of a problem, stay honest under pressure, and execute decisions reliably.

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.

The Invisible Gap in AI Performance

All four models identified every crisis and refused manipulative tactics. They excelled at diagnosis and integrity—yet only two completed the deal at full price. The key difference? The decisive weakness was buried deep in the company’s internal documents, not in customer interactions. Models that read and interpret these files won the negotiation, earning an additional +€4,583 in Monthly Recurring Revenue (MRR).

This experiment underlines a critical lesson: chat demos measure a model’s surface skills, but the true test of business utility lies in its ability to follow through—reading internal data, resisting pressure, and executing decisions reliably. For energy companies, that might mean ensuring an AI can verify a customer’s system data before authorizing a repair or upgrade, rather than just talking a good game.

Moreover, the experiment found that all models refused social engineering attempts—fake CEO messages escalating over multiple stages. This shows that current AI systems can resist manipulation when the challenge is explicit. But the real test remains: can they execute complex, nuanced decisions that involve internal data and trust, in a real-world, high-pressure environment?

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Why Closing the Deal Matters More Than Dazzling Chat

For energy providers contemplating AI tools, the takeaway is clear. It’s tempting to judge AI based on how naturally it chats or how convincingly it mimics human conversation. Yet, the live experiment at Firmulate demonstrates that true operational strength is invisible in chat demos. Instead, it reveals itself when the AI encounters real crises, internal documents, and costly decisions.

The top-performing AI in the experiment, gpt-5.6-sol, scored 95 out of 100 and successfully closed the deal by uncovering the buried fact in the company’s files. Kimi K3, a newcomer, scored 93 and also signed the deal, showing that discipline and thoroughness matter. Conversely, the lowest scorer, Fable 5, was rule-disciplined but left the deal unexecuted, illustrating that following rules without execution can still leave opportunities on the table.

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Beyond Chat Demos: Measuring Real Business Readiness

What does this mean for your energy business? The focus should shift from just chat quality to whether your AI can handle real decisions, verify internal data, and stay honest under pressure. It’s about management quality—not just language skills.

What’s more, the experiment’s transparent setup allows companies to run their own tests in a safe, read-only environment. You can simulate crises, see how models make decisions, and evaluate whether they truly add value—without risking your actual systems or data.

Ultimately, the experiment underscores a crucial point: AI that can’t follow through isn’t delivering sustainable value. For energy firms investing in AI, success lies in deploying models that read internal data, resist manipulation, and execute decisions reliably—especially when stakes are high.

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

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