Benchmark Analysis
Independent analysis of AI benchmarks. What they measure, where they mislead, and how to read them critically when evaluating AI systems.
Explainer10 min read
How to Read AI Leaderboards Without Getting Fooled
AI leaderboards rank models by benchmark scores, but the rankings often mislead. This guide covers six common ways leaderboards deceive, what to check before trusting results, and how major benchmarks actually differ.
Updated Apr 2026benchmarksevaluationai-literacy
Explainer9 min read
Why AI Benchmarks Mislead Buyers and Decision-Makers
AI benchmarks are the primary tool vendors use to compare models. They are also systematically misleading. Here is what benchmark scores actually tell you, and what they hide.
Updated Apr 2026benchmarksmodel-evaluationprocurement