Music Generation - Rankings
Compare music generation models based on Artificial Analysis Arena.
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ELO arena ranking for instrumental and vocal music generation quality based on blind pairwise human judgments.
Data from Artificial AnalysisCombined score is based on Instrumental + Vocals. Each variant is min-max normalized across all models, missing variant values are filled with that model’s average normalized variant score, and the final score is the mean of normalized variants (displayed as 0–100).
| # | ||
|---|---|---|
| 1 | Suno | 100.0 |
| 2 | Producer.ai | 74.4 |
| 3 | Producer.ai | 65.7 |
| 4 | ElevenLabs | 65.0 |
| 5 | Producer.ai | 60.5 |
| 6 | Google | 58.7 |
| 7 | Stability.ai | 35.5 |
| 8 | 32.3 | |
| 9 | Sonauto | 18.2 |
| 10 | Meta | 0.0 |
Last updated Feb 26, 2026