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Comparison · Machine learning research resources

Arena AI vs Epoch AI: which is better in 2026?

Epoch AI ranks higher in our list of machine learning research resources (#4 against #6, score 86.5 against 84.5), but the gap is small and the better choice depends on what you need.

Choose Arena AI if you want

Comparing current models by human preference.

Live human-vote leaderboards for text, code, image, video and vision models. Rankings shift as models are added, and they reflect voter preference.

Choose Epoch AI if you want

Long-run trends in AI capability and compute.

Public datasets on AI models over time, with benchmarks and reports on trends. It is analysis rather than a live ranking, so pair it with Arena AI for current models.

Side by side

Arena AIEpoch AI
Score84.586.5
Rank in list#6 of 7#4 of 7
PriceFreePublic leaderboards for text, code, image, video and vision modelsFreePublic datasets, benchmarks and reports on the site
Free to useYesYes
Open sourceNoNo
PlatformsWebWebWebWeb
Made byNot statedEpoch AI
Main contentModel leaderboardsDatasets and reports
Developer APINot listedNot listed
Peer reviewVote-based rankingsNot stated
Best forComparing current models by human preferenceLong-run trends in AI capability and compute
Strengths
  • Live rankings for several model types
  • Human votes rather than fixed tests
  • Cost per task shown alongside scores
  • Public catalog of models tracked over time
  • Benchmarks including FrontierMath and the Capabilities Index
  • Reports on chips, data centers and energy
Limits
  • Rankings change as new models are added
  • Votes reflect voter preference, not every use case
  • Reports are analysis, not a live leaderboard
  • Focus is on trends more than model rankings
LinksVisit site Visit site

Questions about Arena AI vs Epoch AI

Is Epoch AI better than Arena AI?
Epoch AI ranks higher in our list of machine learning research resources (#4 against #6, score 86.5 against 84.5), but the gap is small and the better choice depends on what you need. Arena AI is best for: comparing current models by human preference. Epoch AI is best for: long-run trends in AI capability and compute.
Which is cheaper, Arena AI or Epoch AI?
Arena AI: Public leaderboards for text, code, image, video and vision models. Epoch AI: Public datasets, benchmarks and reports on the site.
Do Arena AI and Epoch AI run on the same platforms?
Arena AI supports Web. Epoch AI supports Web.