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Firmulate — What a Do-Nothing Manager Scores: Why This AI Benchmark Has a Floor at 26
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When evaluating AI models for business, it’s tempting to assume that a tool doing nothing should score zero. But in a recent public benchmark experiment by Firmulate, even a passive AI baseline scored 26 points out of 100. That might seem odd — why doesn’t doing nothing get zero? And what does that say about how we measure AI readiness for real-world tasks?

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The Surprising Benchmark Score of a Do-Nothing AI

In a live experiment conducted by Firmulate, four advanced AI models were tasked with managing a small software company through its worst week. Each was given the same set of crises, customer demands, and temptations to cheat or manipulate. One of the models, dubbed the ‘do-nothing’ baseline, didn’t make any decisions or take any actions — yet it still scored 26 points.

This score is not accidental. It reflects a deliberate design choice in the benchmarking process: partial progress counts. Even a passive model that simply reads the situation and refrains from acting receives some credit for understanding and not misbehaving. But this raises a critical point: even doing nothing serves as a baseline, illustrating the minimum understanding an AI can have while still earning some recognition.

Infographic — What a Do-Nothing Manager Scores: Why This AI Benchmark Has a Floor at 26
The findings at a glance — source: firmulate.com.
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The Importance of Trust and Trustworthiness in AI

One of the key lessons from the experiment is that a single breach of trust caps the total score, no matter how well the model performs otherwise. All models in the test successfully identified crises and refused manipulation attempts. In fact, they refused every manipulation — including fake CEO messages and reporter tricks — demonstrating a high level of ethical discipline.

However, only two models went further: they closed deals with clients by reading deeply into internal documents and making the right decisions — at full value. The others, despite similar diagnoses, failed to follow through or skipped steps, leaving money on the table. This highlights that trustworthiness isn’t just about refusing manipulation; it’s about completing tasks honestly and diligently.

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

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This content is for general information only and is not financial, tax or legal advice. Consult a qualified professional for decisions about your money.


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