Betterbench

How to Tell a Good AI Benchmark from a Bad One: A Practical Checklist

Many AI performance claims rely on benchmarks that lack systematic quality checks, statistical significance, and replicability, leading to unreliable decision-making. This article introduces a practical checklist derived from the BetterBench project to help users critically assess AI benchmark quality and identify potential pitfalls.