Oneeda’s AI-Music Detector Shows Its Error Bars

Field notes

Oneeda separates file-level provenance from audio-only inference: its Grade A result depends on a generated-origin declaration inside the file, while Grade B is a less certain judgment from the sound itself. The page accepts MP3, WAV, FLAC, M4A, and OGG files up to 80 MB, and describes bulk processing through URL lists or CSVs. Its published test examples include Suno, Udio, and Riffusion, alongside a warning that edited tracks are harder to classify.