A Listening Log for Generation Candidates

Log candidate files, timestamps and actionable revisions rather than selecting by first impression.

1 min readEvaluation and DeliveryUpdated 2026-11-03

productionworksheet

Screen requirements before preferences

First reject missing sections, incompatible duration, unwanted vocals or unusable exports. Compare the remaining files at similar perceived playback loudness. Louder should not automatically score better. Preserve the originals and use listening gain for comparison rather than overwriting source levels.

Reusable candidate log

CandidateTool, version and actual settingsProblem and time rangeDecision and next action
A: local filePrompt, date; seed only if supportedNarration is masked at 00:12–00:15Keep the structure, reduce density
B: local fileAnother candidate for the same briefAbrupt ending at 00:28Extend, edit the tail or replace
C: local fileAttempts and actual costGood melody, but missing required stemsResolve the delivery constraint

These are fictional teaching rows, not measurements of a model. Assess form, performance or vocals, audible artefacts, editability and deliverables separately. Pair each criticism with a timestamp and a feasible action. “Not professional enough” does not define an edit.

Recheck and stop deliberately

Listen to the whole piece, then loop problem sections. Revisit after a break or involve another listener. Changing one main requirement helps record keeping, but a single successful candidate may still be random variation. Do not treat it as proof that a phrase always works. Proceed to editing when requirements are met and remaining repairs fit the budget. Regenerate when essential structure fails and local revision is unavailable. Set candidate limits from the project's budget and deadline.

Along the same line

References