Benchmarks

Human preference

Which model people prefer in blind side-by-side votes (chat, web dev, vision, search, documents, agents, voices), reported as Elo with confidence intervals.

See the ranking

How the score works

A model's score is built only from results that someone other than its maker ran.

  • The scoring set is the benchmarks chosen for this specialty. A benchmark takes part only when at least 5 models have an independent or third-party result on it.
  • Each result is rescaled to 0 to 1, and a model's best setting counts.
  • The score is the average over the benchmarks a model has, times 100.
  • A model ranks only when it has results on enough of them. The rest show "Not enough independent results yet".
  • Self-reported results are shown but never counted.

Method: category-2026-09-29.1

Scoring set and effective set

Scoring set: Agent Arena (arena.ai), Document Arena (arena.ai), Search Arena (arena.ai), Text Arena (arena.ai), Vision Arena (arena.ai), Code Arena: WebDev (arena.ai), Artificial Analysis Speech Agent Arena, Artificial Analysis Text to Speech Arena.

Effective set (used for the score today): Document Arena (arena.ai), Search Arena (arena.ai), Text Arena (arena.ai), Vision Arena (arena.ai), Code Arena: WebDev (arena.ai)

All benchmarks