caption-fit

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Review kit for AI video understanding clip context, speaker intent, timestamp confidence, caption fit, and edit decisions.

Scorecard for UGC video hook refresh priority, creative fatigue, first-frame claim, caption fit, variant age, and next test.

Briefs for refreshing UGC video script hooks, first-frame claims, caption fit, fatigue signals, and next-test notes.

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