Repurposing starts with selection
The hard part of long-form repurposing is not only cutting. It is deciding which moments deserve a separate life outside the original video.
Podcast episodes contain setup, transitions, asides, and deep context. Shorts need tighter ideas and fewer dependencies.
Use AI for the first pass
An AI-assisted first pass can identify candidate highlights, render them vertically, and add captions so the creator can review actual outputs instead of raw timestamps.
That does not remove human judgment. It changes the starting point from manual scanning to clip review.
Keep the source context available
When reviewing generated clips, keep the source episode nearby. If a clip makes a strong claim, verify that the surrounding context does not change the meaning.