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The clip desk that reads its own drop-off

A 60-to-99-person full-service agency's social lane had 2 editors at capacity cutting a weekly video podcast into clips, and its AI clipping tool was acquired and shut down.

The problem

Clip picking and recuts rely on editor gut calls

What was built

A fixed-rule desk scores each podcast transcript and proposes 10 clip candidates with a hook line and reason. Forty-eight hours after posting, it reads client-exported retention files, pins each viewer drop to the transcript line playing, and proposes recuts that only remove lines. Editors approve, edit or reject each one with a written reason; the agency owns the code.

What it measured
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