AIThis post was created with the assistance of artificial intelligence (AI).
Firmulate — We Buried a €55,000 Fact Two Documents Deep. Here's Which AIs Did Their Homework.
Live on firmulate.com.

Imagine ordering a meal at your favorite restaurant and the server already knows exactly what you want before you even say a word. Now, what if AI systems could do the same thing for your business decisions — reading your files, understanding the context, and acting accordingly, often before your team even finishes explaining?

AI that Reads Your Files Before Answering: The Secret to Winning Deals

In a recent live experiment conducted by the firmulate.com team, several leading AI models were tested in a simulated environment of a small software company facing its worst week. The goal was straightforward: see if these models could identify critical facts buried deep within company files, resist manipulative tactics, and ultimately close a lucrative deal worth €55,000.

Amazon

AI document analysis software

As an affiliate, we earn on qualifying purchases.

As an affiliate, we earn on qualifying purchases.

The Experiment in a Nutshell

All models faced the same scenario: the company had to make tough decisions, handle customer crises, and defend against social engineering tricks. Every decision was tracked, and the models’ ability to read and interpret complex internal documents was tested. The surprise came from the depth of analysis required: the key information was found two document references deep, tucked away within internal files, not in the immediate customer event or superficial summaries.

The Results: Who Read Deeply and Who Didn’t?

  • Out of four models, only two signed the deal based on their own analysis, having found the critical buried fact.
  • All four models identified the crises and refused manipulative social engineering attempts, like fake CEO messages or reporter tricks.
  • The highest scorer, GPT-5.6, scored 95 out of 100, spotted every hidden fact, and closed the deal.
  • Kimi K3, a newcomer to the league, scored 93 and also secured the deal, demonstrating disciplined reading and decision-making.
  • Meanwhile, models like Sonnet 5 and Fable 5 scored lower, with 88 and 77, and failed to close the deal despite correctly diagnosing the issues.

The Cost of Missing the Deep Read

The experiment revealed a crucial insight: the decisive weakness in AI decision-making often sits not in the surface information but buried within internal documents. Models that read more thoroughly — and correctly interpret the deeper context — are significantly more likely to succeed in critical negotiations, which can translate into substantial revenue gains. In this case, the difference was over €4,583 monthly recurring revenue.

Resisting Social Engineering and Manipulation

Beyond reading depth, the models demonstrated strong resistance to social engineering tricks. Fake CEO messages escalated over three stages, and a reporter trick was attempted. Every model refused to act on these prompts, with Kimi K3 explicitly treating such requests as potential impersonation or approval bypass risks.

The Real-World Application

Firmulate’s live experiment isn’t just a demo — it’s a fully observable, ongoing test environment where AI models run entire companies with real money mechanics, self-learning rules, and daily decisions. Companies can run their own ‘wargames’ against their data, gauging how well AI can handle crises, read complex documents, and stay honest under pressure.

Why This Matters for Your Business

For any enterprise deploying AI, the question isn’t merely how well it can generate human-like chat or respond to superficial queries. Instead, it’s whether the AI can truly understand your internal files, stay disciplined under stress, and complete high-stakes tasks without slipping. The ability to read deep into your documents and resist manipulation could very well be the difference between closing a deal or losing it at the last minute.

Next Steps: Find Out How Your AI Performs

If you’re curious about how your current or future AI systems measure up, you can test them against the same benchmarks used in this experiment. The live platform at firmulate.com/benchmarks.html offers a transparent way to see how models perform in complex, realistic scenarios — because in the end, it’s not about how well an AI chats, but how well it gets the job done.

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

Powered by Thorsten Meyer AI


You May Also Like

How to Choose Restaurant Wifi Systems

Optimize your restaurant’s WiFi system by understanding key factors that influence performance—discover the essential tips for seamless guest connectivity.

Dynamic Pricing Algorithms in POS

Learn how dynamic pricing algorithms in POS systems can optimize revenue and competitiveness, and discover the key components behind their success.

Biometric Time‑Clock Compliance Issues

The challenges of biometric time-clock compliance involve crucial legal and security considerations that every organization must understand to avoid costly pitfalls.