Blog
Guides, deep dives, and tips for AI music creators.
Top-Scoring Genres Do Not Win The Same Way
The strongest songs in different genres do not share one winning formula. Pop, hip-hop, country, and R&B solve different problems on the way up.
The Best Revision Candidates May Not Be Your Top Scorers
The strongest revision upside is often in the middle band, where songs are close but still fixable. This is where Version 2 tends to pay off fastest.
What 12k+ AI Song Analyses Reveal About High-Scoring Tracks
Across 12k+ analyzed songs, 55.3% score below 40 and only 3.1% clear 70. Here is what the strongest tracks consistently get right.
The Biggest Bottleneck In Each Genre
Arrangement dominates almost everywhere, but the second-place problem changes sharply by lane. Hip-hop tilts hook. Electronic tilts mix. Pop leaks more lyric and vocal issues.
Which Music Genres Actually Clear 70?
In our April 18, 2026 snapshot, R&B and country clear 70 far more often than hip-hop or electronic. The scoring bar is not the same in every lane.
Version 1 vs Version 31: What Real Iteration Looks Like
One creator took a song to version 31. Another jumped from 28 to 37 in one session. Here is what real iteration looks like when you are fixing the right thing.
The 4 Factors That Determine Your AI Song's Score
Your AI song's score comes from 4 signals. Two account for 75% of your result with medians in the 30s. Here's what each one measures and how to fix the right problem.
Gemini rate my song? We ran the same MP3 six times.
Same exact MP3. Same exact prompt. Gemini 2.0 Flash scored it 65 three times. Gemini 3.1 Pro scored it 15, 25, and 40. ratemysong.ai scored the same file 24. This is the difference between helpful and calibrated.
What real AI music feedback looks like (a full breakdown)
Upload a track. Get a 0-100 score, 4-factor breakdown, section-by-section coaching, revision tracking with score deltas, and fixes with timestamps. Here's what honest AI music feedback actually looks like.