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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 an interior designer who not only sketches beautiful rooms but also digs deep into a client’s files before suggesting a single idea. In a new experiment, AI models are doing just that — and the results could transform how businesses trust their AI assistants.

Understanding the Depth of AI’s Reading Skills

In a groundbreaking live experiment, four advanced AI models faced a simulated week of crises for a small software firm, complete with real customer issues, internal conflicts, and temptation to cut corners. The goal? See which AI could navigate the complexities, stay honest, and close a crucial €55,000 deal.

The Setup: Same Crisis, Different Outcomes

All four models were tasked with the same scenario, with identical customer demands and internal challenges. Each decision was tracked and auditable, ensuring transparency. What was revealing? Every model identified critical issues and refused manipulative tactics, but only two managed to close the deal.

The Hidden Factor: Files Deeper Than Surface

The key difference? The winning models looked beyond the surface — they read two references deep into the company’s own files. These hidden insights held the decisive fact that made the difference between winning and losing the contract. Models that failed to dig that deep missed out on the full picture and, consequently, the opportunity to secure the deal.

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What This Means for Business and AI

This experiment underscores a vital point: the true power of AI in decision-making isn’t just in generating convincing words. It’s in reading and understanding your internal documents, your files, your history — the buried facts that often decide the outcome.

Trust and Integrity Under Pressure

The models were tested against social engineering tactics, like fake CEO messages and reporter tricks. All refused manipulation attempts, revealing that these AI agents can be built to uphold integrity under pressure — a crucial trait for real-world applications.

The Importance of Reading Depth

Interestingly, the most thorough participant in the experiment, Opus 4.8, with over 80 learned rules and deep analysis, finished last in closing the deal. Its weakness? Slipping discipline and neglecting the deeper insights. This shows that raw thoroughness isn’t enough; strategic reading and focus on key information matter more.

Implications for Interior Design and Beyond

For sectors like interior design and decor, where trust and attention to detail are paramount, this experiment offers a lesson: the AI tools you choose should be capable of digging into your project files, past client interactions, and internal notes to deliver truly insightful recommendations — not just surface-level chatter.

Measuring Value Through Deep Reading

The experiment’s scores reveal a clear hierarchy: the top model, gpt-5.6-sol, achieved a 95 out of 100, successfully uncovering buried facts and closing deals. Kimi K3 closely followed with 93, demonstrating the importance of thoroughness and honesty. The takeaway? An AI that reads deeply and remains disciplined is more likely to help your business succeed.

Next Steps: Testing Your Own Business

Businesses interested in harnessing this power can simulate their own week of crises using tools like Firmulate’s live business emulation. By doing so, you can see how your AI workforce navigates real challenges, reads your files, and upholds integrity — all before deploying AI into your daily operations.

Why It Matters

Whether it’s managing customer relationships, planning interior projects, or forecasting sales, AI that reads your files deeply and stays honest is a smarter, more reliable partner. The experiment at firmulate.com illustrates that the difference between winning and losing contracts may hinge on what your AI notices two references deep — not just what it says on the surface.

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.

The future of AI in business hinges on depth of understanding and integrity. Reading your internal files thoroughly before acting is no longer optional — it’s the key to winning deals, building trust, and ensuring your AI works for you, not just in conversations, but in the critical moments that matter most.

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

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