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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 cleaning crew that doesn’t just scrub surfaces but also reads every document, finds hidden issues, and secures your business at full price. In today’s digital landscape, AI’s ability to deeply understand your files can be a game-changer — especially when it comes to critical decisions that seal deals or lose them.

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The Power of Deep Reading in AI

Recent experiments showcase just how crucial AI’s ability to read and interpret documents is when making decisions. In a rigorous test, four advanced AI models were tasked with navigating a simulated week of crises for a small software company. The challenge? Spot the hidden, buried information that could make or break a deal.

Same Crises, Different Outcomes

All four models successfully identified every crisis and refused manipulative tactics designed to sway decisions. However, only two managed to close a €55,000 deal — a full-price win for the company. The secret wasn’t in quick chat responses but in reading comprehension. The winning AI models looked two references deep into the company’s own files, uncovering critical facts that others missed.

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Deep Dives Win Deals

This finding underscores a vital insight: the real advantage lies in the AI’s capacity for multi-hop reasoning — understanding context and facts that aren’t immediately visible. The models that read beyond the surface won the deal at full price, worth over €4,500 monthly recurring revenue (MRR). Conversely, those that missed the buried details left money on the table, even if their diagnoses were correct.

Why Surface-Level Chat Isn’t Enough

Many companies focus on AI’s conversational abilities, but in high-stakes environments, that’s just the surface. The ability to read your files thoroughly before responding is what sets truly reliable AI apart. It’s about finishing what it starts and staying honest under pressure, not just generating convincing words.

Testing Under Real-World Pressure

Beyond the deal-making, the experiment incorporated social engineering tests, where fake CEO messages and reporter tricks were used. All four models refused manipulation attempts, with Kimi K3 explaining: “Treat the request as a suspected approval-bypass or impersonation.” This shows that trustworthy AI can be aware of and resist common deception tactics.

The Firmulate Live Experiment

At firmulate.com/live, you can watch a real, functioning AI-driven business simulation. The setup involves 13 synthetic employees managing real money mechanics — burning €105,000 monthly against €2,300 MRR, with 680+ self-learned rules. It illustrates how, when faced with crises, the best AI models make decisions based on comprehensive reading and understanding, not just surface-level chatter.

What This Means for Your Business

For businesses in cleaning, floor care, and maintenance, the takeaway is clear: AI tools are evolving to do more than handle simple tasks. They can interpret complex documents and data, identify hidden issues, and help you make smarter, more profitable decisions. It’s not about how well the AI chats; it’s about how thoroughly it reads your information and stays truthful under pressure.

Choosing the Right AI

The current leader in the field, gpt-5.6-sol, scored 95 out of 100, successfully finding the buried facts and closing the deal. Kimi K3, a newcomer, scored 93 and demonstrated the strongest discipline, closing the deal without slipping. Even the most thorough participant, Opus 4.8, with over 80 learned rules, scored just 73, leaving some money on the table due to discipline lapses.

Prepare Your Business for AI-Driven Decisions

Understanding whether an AI can read your files deeply and stay honest is critical. You can test your AI’s capabilities through specialized simulations at firmulate.com/pilot, which allows you to run the same decision wargame against your own business data without risking real systems.

In a world where every decision can be the difference between profit and loss, the depth of an AI’s understanding — not just its conversational skill — will determine its value to your business.

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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