AI / ML

Clip Finder

An AI system that scans a long-form recording and ranks the most postable 20–60s moments by hook strength, pacing, and topical density — the inverse of human "I'll just clip the funny bits" review.

A clip finder is an AI system that analyses a long-form recording and ranks candidate short clips by likely short-form performance. Inputs typically include the audio waveform (energy / pause detection), the transcript (sentiment, hook detection, topical density), and platform-specific signals (retention curve weights from YouTube, hook patterns from TikTok). Outputs are usually a ranked list of 20–60s segments with a confidence score and a suggested hook. Quality clip finders weight retention curves heavily — the highest-watched moments in the source — rather than just looking for loud / animated segments. The Clipflow Clip Finder ranks by hook strength and supports prompt-filtered ("find moments about pricing") candidate selection.

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