Artificial Analysis Launches Music Model Evaluation and AA-Music-Vocal Leaderboard

On November 11, 2026, AI evaluation organization Artificial Analysis announced that it had launched a new music model evaluation system and the AA-Music-Vocal v1.1 leaderboard on X. According to the announcement, users can listen to and evaluate AI music models through the music leaderboards and the Music Arena platform, or vote directly in Music Arena. The same day, Artificial Analysis also published four test prompts for AA-Music-Vocal v1.1, each targeting a different musical style. The first is a math rock prompt with a midwest emo lean, designed to test complex interlocking guitar parts and abruptly shifting drum patterns; it specifies two clean electric guitars, drums that stop and start on a dime, and a plain, restless male voice. The second is a classical comic opera aria prompt, intended to test rapid patter-style vocals and brisk string accompaniment; the setup features a deep male voice delivering fast, tumbling words as he boasts and flusters about being late for a wedding while the strings hurry along. The third is a 1970s roots reggae prompt, meant to examine traditional hand drumming and a low male vocal; it describes nyabinghi and Rastafarian hand drums, a thick bass line, a soft guitar chop, and a gruff male voice singing stern and slow. The fourth is a Korean-style dance pop prompt, designed to test hip hop elements, female rap, and a heavy synth bass; it calls for a group of female voices trading short lines, one of them rapping low, a heavy kick and sharp snaps, and a growling synth bass underneath. A separate announcement released the same day said that ACE Studio's new music model, ACE Music v1, debuted at No. 1 on AA-Music-Vocal v1.1, ahead of Suno v6. The post added that ACE Studio was founded in 2018 and initially focused on AI singing voice synthesis, with the ACE Studio app serving as an AI music workstation that turns MIDI and lyrics into vocal performances. As of this announcement, the rollout of the leaderboard and its test prompts stands at that point: Artificial Analysis has opened the Music Arena listening and voting entry points, where users can verify the AA-Music-Vocal v1.1 rankings for themselves.