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AI · November 19, 2025

AB

A business SIM where humans beat GPT-5 by 9.8 X

Hi HN, Can current AI systems actually run a business? There’s a growing belief that LLM agents can already manage entire teams, replace the entire software stack or even act as an AI CEO. So we built a controlled, measurable environment to evaluate this premise. Why did we build this benchmark? A modern enterprise operates in a dynamic environment with high uncertainty and incomplete information. The CEO has to deal with delayed consequences, staffing/resource tradeoffs and death by a thousand cuts of failure modes. If we ever want AI systems that can meaningfully make operational or…

A business SIM where humans beat GPT-5 by 9.8 X launched on November 19, 2025 with 23 votes, #578 of 9,795 launches that month and more than 90% of that year's launches.

Alternativestop 6% of November 2025

In plain words

Mini Amusement Parks is a business simulation game that tests whether AI systems can manage a virtual enterprise. Players or AI agents run an amusement park, handling staffing, maintenance, restocking, and responding to random events with incomplete information across a long planning horizon. The simulator measures decision-making capability in dynamic, uncertain business environments where consequences are delayed and trade-offs are complex. It benchmarks whether current AI systems can perform at levels comparable to human management.

written from the facts on this page · September 2026

From the sources

In the maker’s words, at launch

Hi HN, Can current AI systems actually run a business? There’s a growing belief that LLM agents can already manage entire teams, replace the entire software stack or even act as an AI CEO. So we built a controlled, measurable environment to evaluate this premise. Why did we build this benchmark? A modern enterprise…

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