Music models
Instrumental and vocal music preference rankings.
Last validated snapshot: October 27, 2026
Instrumental music
Instrumental music Elo · Higher is better
- Eligible
- 19
- Candidates
- 19
- Coverage
- 100.0%
| Rank | Model | Creator | Instrumental music Elo | Since prior snapshot |
|---|---|---|---|---|
| 1 | Suno v6 | Suno | 1,148 | Not comparable |
| 2 | Suno v6-mini | Suno | 1,114 | Not comparable |
| 3 | Mureka V9.5 | Mureka | 1,084 | Not comparable |
Vocal music
Vocal music Elo · Higher is better
- Eligible
- 13
- Candidates
- 13
- Coverage
- 100.0%
| Rank | Model | Creator | Vocal music Elo | Since prior snapshot |
|---|---|---|---|---|
| 1 | Suno v6 | Suno | 1,144 | Not comparable |
| 2 | Suno v6-mini | Suno | 1,132 | Not comparable |
| 3 | Mureka V9.5 | Mureka | 1,101 | Not comparable |
Data source: Artificial Analysis .