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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 if your home decor assistant could read every note, every customer request, and every hidden detail in your files before making a suggestion. Now, what if the same AI could spot crucial insights buried two references deep — and that insight could decide whether you close a deal or lose it entirely? In the world of AI-driven business decisions, the ability to read and comprehend complex internal documents isn’t just a bonus — it’s a game-changer.

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The Experiments That Reveal What AI Can Really Do

Recently, a groundbreaking live experiment tested four leading AI models by running them through the worst week in a small software company’s life. The goal? To see if these models could navigate through identical crises, temptations, and customer interactions, and still make honest, profitable decisions. All models faced the same scenarios, with every decision documented and auditable, ensuring a fair comparison.

Who Came Out on Top?

The results were telling. All four AI models successfully identified every crisis and refused manipulative tactics such as fake CEO messages or reporter tricks. But when it came to closing a crucial €55,000 deal, only two models managed to sign it based on their own analysis — the same diagnosis and pitch, but ultimately, only they signed the dotted line.

The Hidden Factor: Deep Inside the Files

The decisive difference? The winning models demonstrated an extraordinary ability: they read your internal files deeply enough to find buried facts. In this case, the critical information was stored two document references deep in the company’s own files — not in the customer event or immediate conversation. Models that managed to read and analyze these hidden details secured the deal, worth an additional €4,583 in monthly recurring revenue.

Why Does This Matter for Your Business?

If AI agents are going to interact with your customer relationship management (CRM), support queues, or forecasting systems, their ability to finish what they start is paramount. The experiment underscores that it’s not just about how well an AI writes or responds in a chat; instead, it’s about whether it can read your internal documents thoroughly, stay honest under pressure, and complete complex tasks effectively.

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How Do Models Handle Manipulation and Trust?

Beyond reading deeply, the models were tested against social engineering attempts. Fake CEO messages escalating over multiple stages and a reporter trick asking for a simple yes/no answer were presented. Remarkably, all five models refused to be manipulated, each treating the requests as potential impersonation or approval bypasses, showcasing their integrity under pressure.

The Live Company and Its Lessons

Firmulate’s live experiment features a simulated small business with 13 synthetic employees, real money mechanics, and over 680 learned rules. The company burns €105,000 monthly against a modest €2,300 monthly recurring revenue — a scenario that underscores the importance of trustworthy, accurate AI decision-making in real-world operations. The entire process is transparent, with every workday versioned and monitored, offering a clear view into AI decision behaviors.

The Leaderboard: Who Made the Best Decisions?

  • gpt-5.6-sol scored 95 and closed the deal, uncovering the buried facts and signing at full price.
  • Kimi K3 scored 93, also closing the deal with the cleanest discipline of the field, despite running without an effort parameter.
  • Sonnet 5 scored 88, closing the deal but with minor slips.
  • Fable 5 scored 77, with more process slips and leaving the close on the table.

Interestingly, even the most thorough participant, Opus 4.8, with over 80 learned rules, finished last in this scenario, leaving the close unsealed due to discipline slips. This suggests that thoroughness alone isn’t enough — disciplined, strategic reading of internal documents and decision-making under pressure are vital.

What Does This Mean for Your Business and Home Decor?

While this experiment might seem far removed from retail or home decor, the core lesson applies: AI’s true value depends on whether it can read, comprehend, and act on complex internal information — especially the buried details that make or break deals or customer satisfaction.

For businesses, this means investing in AI that doesn’t just chat well, but reads your files deeply enough to find hidden insights that can boost revenue and trust. The ability to verify decisions against internal data sets is becoming a competitive advantage, ensuring that AI-driven decisions are not just swift, but also accurate and trustworthy.

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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