{"type":"post","id":"ace-music-v1-debuts-at-1-on-aa-8eac84","slug":"ace-music-v1-debuts-at-1-on-aa-8eac84","title":"ACE Music v1 debuts at #1 on AA-Music-Vocal v1.1 with Elo 1160, ahead of Suno v6 at 1144.","description":"Artificial Analysis ranks ACE Music v1 first on its AA-Music-Vocal v1.1 leaderboard, with an Elo score of 1160 against 1144 for Suno v6.","retrieval_nugget":"Artificial Analysis ranks ACE Music v1 first on its AA-Music-Vocal v1.1 leaderboard, with an Elo score of 1160 against 1144 for Suno v6. The result offers a current comparison for vocal music generation, but it is a preference ranking on one benchmark, not proof that ACE leads every music task.","published_at":"2026-11-11","updated_at":"2026-11-11","record_date":"2026-11-11","date_kind":"published_at","topics":["evals","generative-media","models"],"entities":["Artificial Analysis","ACE Music v1","Suno v6","Suno v6-mini","Mureka V9.5","Lyria 3.5","Eleven Music v2.5","ACE-Step"],"related_patterns":["ai-engineering-evaluations-are-splitting-into-task-specific"],"novelty_label":"new_fact","what_changed":"ACE Music v1 now leads Artificial Analysis’s vocal-generation benchmark, ranking first with an Elo of 1,160, ahead of Suno v6 at 1,144.","prior_refs":["https://newruntime.com/posts/ace-step-1-5-the-most-powerful-local-c356d6/"],"source_url":"https://artificialanalysis.ai/music/leaderboard/vocals","source_urls":["https://artificialanalysis.ai/music/leaderboard/vocals"],"schema_version":"newruntime-agent-readable-v0.2","stable_id":"post:ace-music-v1-debuts-at-1-on-aa-8eac84","status":"published","visuals":[],"editor":{"role":"editor","name":"Andrey Reshetnikov","profile":"https://newruntime.com/owner-profile.md","profile_json":"https://newruntime.com/owner-profile.json","same_as":["https://www.linkedin.com/in/reshetnikov1/","https://t.me/lapetuse"]},"routes":{"html":"https://newruntime.com/posts/ace-music-v1-debuts-at-1-on-aa-8eac84/","markdown":"https://newruntime.com/posts/ace-music-v1-debuts-at-1-on-aa-8eac84.md","json":"https://newruntime.com/posts/ace-music-v1-debuts-at-1-on-aa-8eac84.json"},"markdown_url":"https://newruntime.com/posts/ace-music-v1-debuts-at-1-on-aa-8eac84.md","next_reads":[{"type":"topic","path":"/topics/evals/","url":"https://newruntime.com/topics/evals/","title":"Evals","reason":"Explore the evals topic hub.","media_type":"text/html","markdown_url":"https://newruntime.com/topics/evals.md","json_url":"https://newruntime.com/topics/evals.json"},{"type":"topic","path":"/topics/generative-media/","url":"https://newruntime.com/topics/generative-media/","title":"Generative Media","reason":"Explore the generative-media topic hub.","media_type":"text/html","markdown_url":"https://newruntime.com/topics/generative-media.md","json_url":"https://newruntime.com/topics/generative-media.json"},{"type":"topic","path":"/topics/models/","url":"https://newruntime.com/topics/models/","title":"Models","reason":"Explore the models topic hub.","media_type":"text/html","markdown_url":"https://newruntime.com/topics/models.md","json_url":"https://newruntime.com/topics/models.json"},{"type":"collection","path":"/posts/","url":"https://newruntime.com/posts/","title":"Field Notes","reason":"Open the latest editorial analysis.","media_type":"text/html","json_url":"https://newruntime.com/posts.json"},{"type":"collection","path":"/sources/","url":"https://newruntime.com/sources/","title":"Sources","reason":"See the original sources this archive cites.","media_type":"text/html"}]}