Generated isn't
the same as finished.
Your Suno export sounds like a Suno export, not because the song is bad, because it isn't done. Mastering is the step between generated and released, and it's the one most AI creators skip or outsource to someone who's never actually listened to what a generation engine leaves behind.
This page covers what's actually wrong with an unmastered AI track, and the three ways to fix it, from doing it yourself to handing it off entirely.
Every generation engine leaves fingerprints.
Send a Suno export to a traditional mastering engineer and you'll get a polite note about the artifacts in your mix, followed by a master that either polishes those flaws until they glow or squashes the track trying to hide them. They're not wrong about what they hear. They're wrong about what to do with it, because they've never had to solve this specific problem before.
A master built for AI source material works those specific problems: clearing the cloud without gutting the warmth, opening the top without amplifying the artifacts, landing streaming-ready loudness without flattening the performance the model actually gave you. That's not a preset. It's a practice, built across hundreds of AI tracks and five actively releasing artist projects.
Learn it, diagnose it, or hand it off entirely.
I'm Josh Gilliland, founder of JG BeatsLab. Five of my own AI-assisted bands are actively releasing, and one of my Suno-built tracks previously crossed half a million streams on Pandora, real numbers I published, including the royalty checks. I wrote Unlock Reaper, the book on mastering AI music, and I review 30 to 40 tracks a week as a SubmitHub playlist curator, so I hear the difference between a finished track and an export every single day.
Mastering makes your track sound finished. It does not change what your track is, and nothing in this vertical makes promises about how any platform, playlist, or detection system will classify your music. If a track has problems mastering can't fix, generation issues, arrangement problems, a mix that needs real work, that's what Track Triage is for: a real diagnosis before you spend money on the wrong fix.