Spotify AI music is becoming a user-policed mess: because Spotify does not label AI-generated tracks, listeners are turning to unofficial databases and detectors to work out whether an artist is human, synthetic, or some awkward mix of both.
404 Media reported that Slime Dot, an R&B act from Las Vegas with more than 100,000 monthly Spotify listeners, became one example of the confusion. After Slime Dot posted an Instagram photo with Drake, GQ published a May interview in which Slime Dot denied being an AI artist. GQ later added a note saying Slime Dot was an AI avatar, while still praising the music.
The tools filling Spotify’s labeling gap include SoullessMusic.com, a database of suspected AI artists on Spotify, and SlopTracker, which lets users submit Spotify links or audio files for automated analysis. SoullessMusic lists Slime Dot as “almost certainly AI,” citing analysis of three tracks and the unusually high volume of releases. SlopTracker rated Slime Dot’s song “Fully” as 95 percent likely to have been made with Suno, according to 404 Media.
How can you tell if Spotify music is AI generated?
There is no reliable public label on Spotify for listeners to check. Unofficial tools look for audio patterns associated with generators, metadata tied to AI tools, release behavior, and other signals, then return a probability rather than proof.
Graeme Fulton, who created SoullessMusic, told 404 Media he started the project after seeing artists on Instagram complain that AI accounts were copying songs, looks, and personas. He said he built an open source detector using open source models including SONICS, the lofcz vocoder fakeprint detector, and other public data sets. SoullessMusic also checks metadata for AI-generator traces and uses a script to see whether an artist has a Wikipedia entry. Fulton said users can submit Spotify tracks, which he reviews before adding them to the database.
Fulton also acknowledged the obvious problem: AI detection can be wrong. Both SoullessMusic and SlopTracker use automated systems to spot automated music, a process 404 Media has previously reported can produce false positives. Fulton said mistakes are possible because determining whether a track is AI-generated remains difficult.
Another account flagged in the reporting is Qajar Jazz, a Spotify artist page that appeared in December and had 29,579 monthly listeners. 404 Media reported that the account was publishing hours of Iranian jazz weekly and gained more attention after the start of the U.S. war with Iran. Its YouTube videos carry AI-generated labels in fine print, though 404 Media said it was unclear whether the channel added those labels or YouTube did. Qajar Jazz did not respond to a request for comment.
Spotify did not respond to 404 Media’s request for comment. The absence of platform labels also makes the economics hard to track. SoullessMusic estimates that the AI artists it follows generate about $5.7 million annually, with mikeeysmind accounting for $1.5 million of that. Deezer, a Spotify competitor that says it tries to tag AI-generated music, said in April that 44 percent of newly uploaded music on its service is AI-generated.
SlopTracker also tracks suspected AI-generated music appearing on official Spotify-curated playlists. It estimates those artists are pulling $0.1188 per second from human artists who might otherwise receive those streams. That is an estimate from an outside project, not a Spotify disclosure, which is exactly the problem.
This story draws on original reporting from 404 Media.
