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Firmulate — We Buried a €55,000 Fact Two Documents Deep. Here's Which AIs Did Their Homework.
Live on firmulate.com.

Imagine a fashion stylist who, before recommending an outfit, scans your wardrobe—down to the hidden drawer. Now, imagine an AI that doesn’t just skim your emails or chats but digs deep into your files before making a decision. In business, this ability to read beyond surface-level data can be the difference between sealing a €55,000 deal or losing it without comment. That’s exactly what recent experiments in AI performance reveal—and it’s a game-changer for how companies might choose their digital workforce.

At the core of a groundbreaking live experiment conducted by Firmulate, four leading AI models faced the same challenge: guide a fictional software company through its worst week, complete with crises, manipulations, and deadlines. The goal wasn’t just to see if they could recognize problems—it was to determine if they could read and understand critical internal documents buried two references deep in the company’s own files, a detail that could clinch or lose a deal.

Here’s what the results showed: all four models successfully identified every crisis and refused manipulation attempts, such as fake CEO messages or reporter tricks. Yet, only two of them managed to close the deal, signing an agreement worth over €4,500 in monthly revenue. The third and fourth, despite equally accurate diagnoses, left the deal on the table due to process slip-ups—like failing to escalate issues properly or missing buried facts in internal files.

What made the difference? The winning models—gpt-5.6-sol and Kimi K3—had a key advantage: they read and understood internal company documents beyond what was immediately visible. This depth of comprehension allowed them to uncover hidden information that was vital to sealing the deal. In contrast, models that did not delve deep enough missed this buried fact, leading to missed opportunities despite their excellent crisis recognition skills.

This experiment underscores a critical, often overlooked property of AI agents: the ability to read your files before answering. It’s not enough for an AI to generate convincing chat responses or surface-level insights. The true value lies in whether it can dig into the internal data—your files, reports, and records—and find the hidden details that influence decision-making.

In the real-world business environment, this capability has profound implications. Whether it’s managing customer relationships, support queues, or forecasting, AI must do more than produce polished answers. It must finish what it starts, stay honest under pressure, and read your internal data thoroughly—just like a seasoned executive with a deep understanding of all the moving parts.

Firmulate’s live platform brings this concept to life, running real companies through simulated crises with real money mechanics and self-learned rules. It measures management quality, not just chat quality. Businesses can run their own wargames, testing how their AI workforce would perform before ever deploying them into live systems, ensuring trust, discipline, and thoroughness are built in from day one.

In an age where AI can be your silent deal-maker or deal-breaker, understanding and testing its ability to read your files deeply and act accordingly becomes essential. Because at the end of the day, the AI’s capacity to uncover buried facts and act on them might just be the most decisive factor in winning or losing your next big deal.

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.

In today’s competitive landscape, AI’s ability to read and understand internal data—bicking down to buried files—is a decisive edge. Firms that test and ensure this depth of understanding can significantly increase their chances of closing high-stakes deals and avoiding costly slips. The experiment by Firmulate highlights that it’s not just about what AI can say, but what it can find—and act on—hidden in your files.

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

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