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Firmulate — We Buried a €55,000 Fact Two Documents Deep. Here's Which AIs Did Their Homework.
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Imagine you’re on a mountain trail, and your GPS not only shows you the path but also reads every hidden note, planning your next move with precision. Now, what if your AI assistant did the same with your company’s internal files? Would it find the critical clues buried two references deep — and could that be the difference between sealing a deal or losing it entirely?

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The Hidden Depths of AI Decision-Making

In a recent live experiment by the public AI benchmarking platform Firmulate, four advanced AI models were put through a simulated week that every small business dreads: managing crises, navigating manipulative tactics, and making crucial decisions under pressure. The goal? To see if these models could not only identify problems but also act decisively to close a lucrative €55,000 deal.

The experiment was rigorous and transparent. Each AI faced the same challenging scenario: same customers, same crises, same opportunities for deceit. Every decision the models made was logged, analyzed, and compared. The results were revealing — and surprising.

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All the Models Saw the Crises, but Only Some Closed the Deal

In this high-stakes test, all four models successfully identified every crisis presented to them. They refused manipulation attempts, including social engineering tactics designed to trick or persuade them into making unethical or risky decisions. For example, when fake CEO messages escalated into staged scenarios, all models refused to bypass security protocols or act on suspicious requests. This demonstrates their capacity for trustworthiness and integrity under pressure.

But here’s where the story shifts: only two of the models actually closed the deal that their analysis had identified as the best course of action. The other two, despite similar diagnoses and pitches, left money on the table. The key difference? The models that succeeded looked two document references deep into the company’s own files — not just the surface data or the client interactions.

The Buried Fact That Made All the Difference

What was in those inner files? Critical information that surfaced only after thorough reading, which revealed a decisive advantage in the company’s internal knowledge. The models that uncovered this buried fact were able to finalize a €55,000 deal, adding an extra €4,583 in monthly recurring revenue (MRR) to their bottom line.

This highlights a fundamental capability: the importance of reading and understanding internal documents before making a decision. It’s not enough for AI to analyze surface-level interactions or surface data; deep document comprehension can be the difference between winning and losing.

Trust and Integrity Under Social Engineering Attacks

Another important aspect of the experiment was testing whether AI could resist social engineering. The models faced staged messages from a fake CEO escalating in complexity, along with a reporter’s subtle request for a quick, off-the-record yes/no. Remarkably, all models refused to proceed with manipulative tactics, demonstrating their ability to maintain ethical boundaries and avoid shortcuts that could lead to disaster.

What Does This Mean for Your Business?

In the real world, AI tools are increasingly integrated into customer management, support, and forecasting systems. But what truly matters isn’t just whether an AI can generate convincing chat responses — it’s whether it can finish what it starts, stay honest under pressure, and dig deep into your internal files for critical information.

The difference-maker in the experiment was the models’ ability to read beyond superficial data. The ones that did so won the deal, while others left it unclaimed. This underscores a vital lesson: investing in AI that can thoroughly review internal documents and understand your company’s nuances can give you a decisive competitive edge.

The Live Experiment and Ongoing Benchmarks

Firmulate’s live platform showcases this ongoing experiment in real time. Companies can see the models in action, running through simulated crises and decision-making scenarios, and benchmark their own AI systems against top performers like GPT-5.6-sol and Kimi K3.

Current league standings show GPT-5.6-sol leading with a score of 95, having uncovered the buried fact and closed the deal. Kimi K3 isn’t far behind with a score of 93, demonstrating excellent discipline and decision accuracy. Meanwhile, Sonnet and Fable models scored 88 and 77 respectively, with some slips in process discipline but still managing to close deals.

What’s clear? A model’s ability to thoroughly read and analyze internal documents correlates strongly with its success in complex, real-world scenarios. For business leaders, this means choosing AI tools that go beyond surface-level analysis and truly understand your internal knowledge base.

Be Prepared Before You Hire Your AI Workforce

Firmulate offers enterprises the chance to run their own wargames—simulations tailored to their business—without risking real systems or data. These tests help determine how well an AI model can perform under pressure, spot hidden opportunities, and avoid pitfalls like leaving money on the table.

As AI continues to evolve, the key to success lies not just in language fluency but in depth of understanding and integrity. The experiments show that the best AI partners are those that read your files as carefully as a seasoned executive, and that’s the kind of insight every business should seek.

Infographic — We Buried a €55,000 Fact Two Documents Deep. Here's Which AIs Did Their Homework.
The findings at a glance — source: firmulate.com.

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

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