“Make a cyberpunk electronic song” may sound fun, but it often produces music that is hard to use. Start from the purpose.
Define the use case
A podcast intro, a short-video hook and a product launch background track need different vocals, pacing and structure.
Specify structure
Use instructions such as intro, verse, chorus, bridge and no long outro. Without structure, AI music may peak too early or drag the ending.
Control lyric density
Do not overload short-form music with information. Generate several lyric options, then edit down to the most natural version.
Check commercial terms
Before using AI music commercially, review the platform’s current licensing rules and keep records of generation and plan status.