AnalysisMusicNovember 11, 2026

ACE Music v1 tops Suno v6 on vocal music leaderboard

Read original source →decrypt.co

ACE Studio's ACE Music v1 scored 1,160 Elo on Artificial Analysis' AA-Music-Vocal v1.1 blind listening benchmark, edging Suno v6's 1,144. Decrypt's hands-on tests found more natural vocals and cleaner endings, though Suno handled some niche genres better and still leads the instrumental leaderboard.

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