AI Music Detection — Guides & Deep Dives

DistroKid, TuneCore, Amuse and Spotify all have policies on AI music now. Here's what each platform actually does — and how to check your track before you upload.

We tested 6 of the top AI music detection tools — TrackVerifier, letssubmit, SubmitHub, ACRCloud, Sightengine and theghostproduction. Here's how they compare on accuracy, transparency and ease of use.

Can you hear the difference between Suno and a real musician? Sometimes. But spectral analysis reveals fingerprints your ears can't catch. Here are 5 methods — from listening to technical detection.

A technical deep dive into the three spectral signatures AI generators leave behind — the 17–19 kHz hole, phase coherence anomaly and near-mono high frequencies. Includes our 9 detection rules.