ACE Music v1 tops Artificial Analysis vocal music leaderboard
The ranking suggests Chinese AI music tooling has caught up with Western leaders on vocal quality, a domain where Suno previously set the benchmark. Producers and indie musicians can try it immediately through the app's free tier, though the lack of an API limits integration into automated workflows. Teams comparing music generators should run their own genre tests, since performance varies by style.
