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Head-to-head · 6 pairs

Multimodal model comparisons: who wins, where

Models within 1–3 composite points can have completely different capability mixes. These pages use one 8-dimension weighting to expose the deltas, premium and substitutability.

Personal ranking · Not an official score

Every ranking, score and comparison on this page is an independent personal ranking, not an official score, and represents no vendor, institution or regulator. Scores are a subjective mapping of public evidence under our own weights — change the weights and the order changes. Disagree, or spotted a factual error? Contact the site owner: jizhi2024@foxmail.com — we check each report and log corrections in the changelog.