What each AI music generator means for a detection reading

Start with the production path

Historical descriptions of a product may not represent its current model or interface.

A rendered master flattens that history into one waveform. Classification can assess the waveform, but it cannot recover prompts, ownership, consent or the division between generated and performed work.

Evidence to request before drawing a conclusion

Date any technical claim and identify the exact model release; old artefact lists age quickly.

• The original export and its date
• Prompts, generation history or platform records where available
• DAW sessions, stems and edits made after export
• A direct account from the creator

What the report actually contributes

The current site sends the complete file to a specialist third-party service. It returns a primary category, separate vocal and instrumental percentages, confidence and sometimes window values. The application does not blend those fields into a platform score.

The detector does not test for a Riffusion-specific signature.

Use the answer in proportion to the stakes

For curiosity, a result may be enough context. For moderation, contracts, copyright, employment or education, obtain records and human review. An inconclusive result is not a concealed accusation, while a not-AI result is not a certificate of human authorship.

Start with the production path

Material may be created to fit a duration or use case and then edited into a larger project.

A rendered master flattens that history into one waveform. Classification can assess the waveform, but it cannot recover prompts, ownership, consent or the division between generated and performed work.

Evidence to request before drawing a conclusion

Licensing records and export history matter more than repetition in the audio.

• The original export and its date
• Prompts, generation history or platform records where available
• DAW sessions, stems and edits made after export
• A direct account from the creator

What the report actually contributes

The current site sends the complete file to a specialist third-party service. It returns a primary category, separate vocal and instrumental percentages, confidence and sometimes window values. The application does not blend those fields into a platform score.

Looping is common in human-made electronic and library music, so it cannot identify Mubert.

Use the answer in proportion to the stakes

For curiosity, a result may be enough context. For moderation, contracts, copyright, employment or education, obtain records and human review. An inconclusive result is not a concealed accusation, while a not-AI result is not a certificate of human authorship.

Start with the production path

Published demonstrations describe capabilities, but a third-party file rarely carries enough information to establish that it came from the demonstrated system.

A rendered master flattens that history into one waveform. Classification can assess the waveform, but it cannot recover prompts, ownership, consent or the division between generated and performed work.

Evidence to request before drawing a conclusion

Use primary technical documentation for capability claims and provenance for any individual track.

• The original export and its date
• Prompts, generation history or platform records where available
• DAW sessions, stems and edits made after export
• A direct account from the creator

What the report actually contributes

The current site sends the complete file to a specialist third-party service. It returns a primary category, separate vocal and instrumental percentages, confidence and sometimes window values. The application does not blend those fields into a platform score.

No Seed Music-specific evaluation has been completed here.

Use the answer in proportion to the stakes

For curiosity, a result may be enough context. For moderation, contracts, copyright, employment or education, obtain records and human review. An inconclusive result is not a concealed accusation, while a not-AI result is not a certificate of human authorship.

Start with the production path

Music can be conditioned by text or references, then altered after export.

A rendered master flattens that history into one waveform. Classification can assess the waveform, but it cannot recover prompts, ownership, consent or the division between generated and performed work.

Evidence to request before drawing a conclusion

A reference can shape style without leaving a platform-readable marker in the exported file.

• The original export and its date
• Prompts, generation history or platform records where available
• DAW sessions, stems and edits made after export
• A direct account from the creator

What the report actually contributes

The current site sends the complete file to a specialist third-party service. It returns a primary category, separate vocal and instrumental percentages, confidence and sometimes window values. The application does not blend those fields into a platform score.

The detector neither identifies reference use nor attributes output to MiniMax.

Use the answer in proportion to the stakes

For curiosity, a result may be enough context. For moderation, contracts, copyright, employment or education, obtain records and human review. An inconclusive result is not a concealed accusation, while a not-AI result is not a certificate of human authorship.

Start with the production path

Names, features and models can change as products are renamed or updated.

A rendered master flattens that history into one waveform. Classification can assess the waveform, but it cannot recover prompts, ownership, consent or the division between generated and performed work.

Evidence to request before drawing a conclusion

Record the product name, model version and export date at creation time instead of reconstructing them later from audio.

• The original export and its date
• Prompts, generation history or platform records where available
• DAW sessions, stems and edits made after export
• A direct account from the creator

What the report actually contributes

The current site sends the complete file to a specialist third-party service. It returns a primary category, separate vocal and instrumental percentages, confidence and sometimes window values. The application does not blend those fields into a platform score.

Smoothness, loudness or style are not reliable product identifiers.

Use the answer in proportion to the stakes

For curiosity, a result may be enough context. For moderation, contracts, copyright, employment or education, obtain records and human review. An inconclusive result is not a concealed accusation, while a not-AI result is not a certificate of human authorship.