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Combined test score
Epoch Capabilities Index · Epoch AI
Gemini 3.1 Pro scores 11 points higher, a big step.
Chat answers, by people's votes
LMArena text, adjusted for style · LMArena
Only Gemini 3.1 Pro is in this ranking, which lists the most-voted models.
Building apps, by people's votes
LMArena WebDev · LMArena
Only Gemini 3.1 Pro is in this ranking, which lists the most-voted models.
Green marks the better of the two on each row, red the other. Rows where one side isn't listed, or where the gap is too close to call, stay plain.
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Rankings from LMArena and Epoch AI, both CC BY 4.0, updated . Developer prices, context windows and knowledge cutoffs from the labs' own listings on models.dev and from OpenRouter. The app links go to each maker's own app when no source says exactly where the model is available.