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Mubert detection

Loop-based construction produces the most repeatable segment measurements of any category we look at.

Output
Royalty-free background and production music
Construction
Generative arrangement of loop material
Detection angle
Segment-to-segment repeatability
Attribution supported
No

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Upload an audio file to receive a probabilistic analysis of characteristics associated with AI-generated music.

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MP3, WAV, FLAC, AAC, M4A, OGG, WebM · max 25 MB · min 10 seconds · 30+ seconds recommended

Your audio never leaves your device. Decoding and analysis run entirely in this browser tab, and nothing is uploaded to a server. Your audio is processed only to perform this analysis, and your uploaded audio and temporary analysis data are automatically deleted after processing. No report links are created, and your analysis is never publicly accessible. Upload only audio you are authorised to process — analysis does not transfer ownership or publishing rights.

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Repetition as a measurement

When a track is assembled from recombined loops, consecutive segments can be almost statistically identical: the same spectral centroid, the same crest factor, the same stereo distribution. Live performance never does this, because a drummer hits differently every bar.

But so does a lot of human music

Programmed electronic music, library music cut to a grid, and anything built on a two-bar loop in a DAW behave the same way. Repeatability is evidence of a machine somewhere in the chain — it is not evidence that the machine composed the music. The engine treats it as a moderate-weight feature and the report says so in plain language.

Mubert detection FAQ

  • It might read higher than a live recording would, because the measurements that separate the two overlap heavily. Read the confidence level, and treat a high-probability, low-confidence result on programmed music as weak evidence.

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