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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 if your favorite pet’s veterinarian could read not just the symptoms you describe but also dive deep into your pet’s medical records before making a diagnosis. Now, replace the vet with an AI system, and the stakes are much higher — like sealing a €55,000 deal. This is the new frontier in AI decision-making, where depth of understanding can be the difference between winning and losing in business.

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The Deep Dive that Wins Deals

In a groundbreaking experiment conducted by firmulate.com, four advanced AI models were challenged to run a small software company through its worst week — with real crises, real money mechanics, and the temptation to cut corners. The goal? See which AI could truly understand the company’s internal files, not just respond to surface-level questions.

The Experiment Setup

Each AI faced the same scenario: a series of customer crises, internal challenges, and manipulative tactics designed to test integrity and thoroughness. Every decision was tagged, auditable, and consistent across models. The key measure was whether the AI could uncover critical information buried two document references deep within the company’s files — information that was decisive in sealing a €55,000 deal.

The Results Speak Volumes

  • All four models identified every crisis and refused manipulation attempts, demonstrating an impressive grasp of integrity.
  • Only two models, gpt-5.6-sol and Kimi K3, managed to find the buried fact deep in the company files and closed the deal at full price, worth over €4,583 in monthly recurring revenue.
  • The other two models, Sonnet 5 and Opus 4.8, either left the opportunity on the table or slipped up in internal discipline, unable to leverage that critical buried information.

The Hidden Weakness

What’s striking is that the decisive information was not in the obvious customer interactions or superficial reports. Instead, it was tucked away inside internal documents, requiring a deep, deliberate read — a step many AI models fail or neglect. Those that read thoroughly gained a competitive edge, winning the deal at full value.

What Does This Mean for Business?

For companies integrating AI into decision-making, this experiment underscores the importance of depth over surface responses. Does the AI read your files before answering? Will it recognize crucial insights buried in internal documents? Or will it just skim the surface, missing the hidden edge that could make or break a deal?

In real-world settings, like customer support, sales, or compliance, the ability of AI to dig deep — especially under pressure — is becoming the new gold standard. A model that can uncover the buried fact might be the difference between closing a lucrative deal or losing it to a competitor.

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Beyond the Experiment: Trust and Integrity

The experiment also tested social engineering tactics — fake CEO messages and reporter tricks. All models refused manipulation, highlighting their robustness against deception. Kimi K3’s explicit reasoning: “Treat the request as a suspected approval-bypass / possible impersonation.” This focus on integrity is vital as AI systems become more embedded in critical business processes.

The Live Business Environment

The live company setup involves 13 synthetic employees managing real-money mechanics, burning €105k monthly against a €2.3k MRR, with ongoing self-learning and daily versioning. As the experiment continues, models are improving at reading internal documents and maintaining discipline, emphasizing that thoroughness and honesty are essential for AI to genuinely support business growth.

What Should You Take Away?

For pet lovers and business leaders alike, the takeaway is clear: the true value of AI lies in its ability to read, understand, and act on comprehensive information — not just generate convincing chat. Whether it’s diagnosing a pet’s health or sealing a multi-million euro deal, depth of insight and integrity matter most.

As AI models evolve, their capacity to uncover hidden facts buried deep within your files could be the game-changer that sustains your competitive edge — just like a veterinarian who reads your pet’s full history before treatment.

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Stay Informed and Prepared

Explore how your own business could benefit from this approach with live wargames and benchmarking at firmulate.com/benchmarks.html. Test your AI’s ability to find the buried facts before you rely on it for critical decisions.

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

Pet-care content is informational — consult your veterinarian for advice about your animal.


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