Can You Trust an AI Model Leaderboard? How LMArena and LLM Benchmarks Really Work

An AI model leaderboard like LMArena is now the industry scoreboard — and a $100M business. Here is how Elo-style ranking actually works, where it misleads, and how to evaluate models for your own use case.

06/30/2026 · Model Evaluation · 8 min read