AI Production Tools: Evaluate the Job They Actually Do
Illustration: WBBT Records.
Generation, editing, separation and mastering tools solve different tasks. Combining them under one AI label makes it harder to compare quality or rights implications.
Put it into practice
Define the task, test the tool against an existing workflow and keep the original files. Review output quality and licence restrictions independently.
Check the finished deliverable
Keep the original session and compare the final export with your approved reference. Listen from start to finish, including transitions and the tail. Check that the file you upload is the intended version, not an earlier bounce with a similar name. If the release needs a specialist format, get the delivery specification before the final export.
Your next step
Define the task, test the tool against an existing workflow and keep the original files. Keep a short record of the decision and revisit it after your next completed project.
Prepare an audio release for the relevant WBBT Records workflow.
Further reading
Check current requirements at Apple Music style guide. Platform policies, features and commercial terms can change; confirm the details for your own account and release.
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