Artificial intelligence

ACE Music v1 edges past Suno v6 on Artificial Analysis vocal music leaderboard

ACE Studio's new model leads the AI vocal music ranking by 16 Elo points, though confidence intervals overlap and Suno still tops the instrumental leaderboard, Decrypt reported.

Nov 11, 2026, 23:32 UTC · 2 min read

black and green audio mixer — Photo: **James Kovin** / **Unsplash**

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ACE Music v1 scored 1,160 Elo on the AA-Music-Vocal v1.1 leaderboard, ahead of Suno v6 at 1,144.
The lead is narrow, the confidence intervals overlap, and Suno still leads the instrumental ranking.
ACE Studio plans to open-source a lighter model, ACE Music v1 Flash, in late 2026.

A model from ACE Studio called ACE Music v1 has taken first place on the Artificial Analysis vocal music leaderboard, overtaking Suno v6, one of the best-known names in AI music generation. Decrypt reported that ACE scored 1,160 Elo points against 1,144 for Suno.

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ACE Music v1 edges past Suno v6 on Artificial Analysis vocal music leaderboard

KEY POINTS

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