Music models
Instrumental and vocal music preference rankings.
Snapshot: September 20, 2026
Instrumental music
Instrumental music Elo · Higher is better
- Eligible
- 0
- Candidates
- 0
- Coverage
- 0.0%
unavailable
The instrumental_music response contains the same model IDs as image_editing; music rankings are withheld until the source pool is distinct.
Public site top 3
Read from the Instrumental music leaderboard on 2026-09-20. This is not part of the dated Free API snapshot.
| Rank | Model | Creator | Elo · Higher is better |
|---|---|---|---|
| 1 | Mureka V9 | Mureka | 1,177 |
| 2 | Suno V5.5 | Suno | 1,171 |
| 3 | Mureka V8 | Mureka | 1,143 |
Vocal music
Vocal music Elo · Higher is better
- Eligible
- 0
- Candidates
- 0
- Coverage
- 0.0%
unavailable
The vocal_music response contains the same model IDs as text_to_image; music rankings are withheld until the source pool is distinct.
Public site top 3
Read from the Vocals music leaderboard on 2026-09-20. This is not part of the dated Free API snapshot.
| Rank | Model | Creator | Elo · Higher is better |
|---|---|---|---|
| 1 | Suno V5.5 | Suno | 1,160 |
| 2 | Mureka V9 | Mureka | 1,136 |
| 3 | Mureka V8 | Mureka | 1,129 |
Data source: Artificial Analysis .