Rankings at a glance
Model details
#1
Suno V4.5
SunoStrengths
- Best for complete songs
- Fast generation
- User-friendly
Considerations
- Training data licensing in transition.
- Coverage: 20% (Editorial signal)
- Free tier / $10/mo Pro
Source scores
Expert: 93/100
#2
Udio
UdioStrengths
- Best vocal realism
- Stem downloads
Considerations
- Public arena coverage is still patchier than its creator reputation.
- Coverage: 20% (Editorial signal)
- Free tier / $10/mo
Source scores
Expert: 91/100
#3
AIVA
AIVAStrengths
- Cinematic instrumental
- Full copyright
Considerations
- Feels more niche than current mainstream AI song tools.
- Coverage: 20% (Editorial signal)
- Free / $15/mo Pro
Source scores
Expert: 82/100
How we judge this category
Public music leaderboards can lag behind provider version labels. For example, Suno has since announced v5.5, while benchmark pages still reference v4.5 and v5.
Artificial Analysis
Weight: 80%Public blind preference or arena-style benchmark data where available.
Expert Review
Weight: 20%Studio/editorial judgement from hands-on use, creator reputation, and practical fit.