Hamel Husain: AI benchmark companies are in the same business as credit rating agencies

HamelHusain · x · 2026-11-02

Hamel Husain argues that Gartner vendor rankings, credit rating agencies for mortgage-backed securities, US News college rankings, and AI benchmark companies all run essentially the same business. Most people haven't caught onto this about AI benchmarks yet, he says, but they will—a pointed critique of leaderboard credibility in the model evaluation industry.

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