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Firmulate — What a Do-Nothing Manager Scores: Why This AI Benchmark Has a Floor at 26
Live on firmulate.com.

Imagine trusting a babysitter who always shows up on time, never takes shortcuts, and reads every instruction before acting. Now, what if that babysitter also had a secret: the moment you turn your back, they might forget what you told them or even slip up on honesty? Just like a trusted caregiver, AI assistants are making their way into your family’s routines — but they’re still far from perfect. How do we tell if they’re truly reliable? The answer lies in a groundbreaking AI benchmarking experiment that reveals both strengths and hidden weaknesses.

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What Is the AI Benchmark That’s Changing the Game?

Recently, a public experiment called the Firmulate AI Company Emulator put leading AI models through a series of real-world tests, simulating the challenges of managing a small business’s worst week. These models faced customer crises, internal mishaps, and even manipulative tactics designed to test their honesty and decision-making.

Unlike typical chat-based tests, this benchmark evaluates AI performance based on real decisions and outcomes — including whether they follow rules, read critical documents, and resist deceit. The goal? To measure management quality, not just conversational fluency.

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The Surprising Findings: Honesty, Attention, and Partial Progress

One remarkable discovery: every AI model spotted every crisis and refused every attempt at manipulation. That’s promising. But the real eye-opener was a simple baseline run, where the AI did almost nothing — no elaborate reasoning, no strategic moves. Surprisingly, even this ‘do-nothing’ scenario scored 26 out of 100 points. Why?

This score isn’t a bug — it’s a feature of the benchmark’s design. It shows that partial progress, even minimal, counts toward the final grade. So, an AI that makes no mistakes but also takes no initiative still earns some points. Plus, the test caps the overall score if the AI breaches trust — because no amount of good work can justify a lie.

Why This Benchmark Is a Honest Reflection of AI Reliability

In the real world, an AI that cheats, manipulates, or overlooks critical information can do more harm than good. The experiment revealed that models which read deeper into the company files managed to secure a key deal worth over €4,500 per month more — but only if they genuinely understood and acted on that information. This emphasizes a crucial point: thoroughness and honesty matter more than superficial performance.

For instance, during a staged social engineering attack, all models refused to forge approvals or impersonate someone else. Kimi K3, one of the models, explained its refusal by saying, “Treat the request as a suspected approval-bypass / possible impersonation.” It was clear that the model recognized the potential for deception and acted accordingly.

Real-World Implications for Families and Businesses

While this experiment is rooted in managing a small business, the lessons extend to family life and parenting. Trustworthiness, attention to detail, and integrity are vital when choosing tools or services that will support your household. Whether it’s a virtual assistant helping with scheduling or an AI managing your child’s education, understanding their limits and the honesty they uphold is essential.

Just as a babysitter must read instructions carefully and refuse to cut corners, AI systems need to be evaluated on their ability to finish what they start and stay honest under pressure. This benchmark shows that even the best models aren’t perfect—yet—and that partial progress is meaningful when it’s honest and deliberate.

What Should You Take Away?

  • The best AI models can spot crises and refuse manipulation, but they still have weaknesses—especially in complex decision chains.
  • A simple baseline score of 26 points in the experiment highlights that even minimal effort and honesty matter, and that trust breaches cap the total score.
  • Deep understanding and thoroughness — reading files carefully and avoiding shortcuts — are key to winning real-world business deals, and the same applies in family support tools.
  • Evaluating AI on how well it finishes tasks, stays honest, and reads all relevant information is more meaningful than just looking at how well it chats.

For families, parents, and caregivers, this research underscores a vital truth: trust in any AI tool depends on its ability to act responsibly, stay honest, and pay attention. As these models become more integrated into our lives, asking the right questions — can it finish what it starts? Does it read all the information? Does it resist shortcuts? — is more important than ever.

Learn more about how firms are testing these tools at firmulate.com/benchmarks.html.

Infographic — What a Do-Nothing Manager Scores: Why This AI Benchmark Has a Floor at 26
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

Parenting content here is informational. For medical questions about your child, consult a pediatrician.


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