DECRYPT · 2026-11-11 20:16 UTC

This New AI Music Model Is Already Better Than Suno—We Put ACE to the Test

ACE Music v1, from ACE Studio, ranks first on Artificial Analysis' vocal music leaderboard with 1,160 Elo points versus 1,144 for Suno v6, though the confidence intervals overlap. Decrypt's hands-on tests found ACE produced more melodic, coherent mainstream songs with more natural vocals and cleaner endings. Suno performed better on less conventional genres such as melodic death metal, and still holds the top spot on the instrumental leaderboard.

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