AI ToolsA few weeks2 evidence points

Podcast-to-Shorts Repurposer

Turn one long episode into the week's worth of clips, posts and show notes.

$20–$100 per customer, per month

Overview

What this is

Upload an episode; get back captioned vertical clips chosen for standalone watchability, a set of social posts drawn from the actual arguments made, chaptered show notes, and a transcript. The differentiator is clip selection — picking the ninety seconds that make sense without context is the hard part, and it is what people are really paying for.

The problem it solves

Every podcaster knows they should be cutting clips and almost none of them do it consistently, because it is hours of tedious work per episode. The result is a back catalogue of good material with no distribution beyond the podcast feed itself.

Why now

Transcription is now effectively free and accurate, and language models are good at identifying self-contained arguments in a transcript. The pieces that used to make this a serious engineering effort are now API calls.

The evidence

What to watch out for

Video processing costs real money per minute, so model your unit economics before you price. This is also a crowded category — win by being excellent for one show format rather than adequate for all of them.

A sensible starting stack

A transcription API, An LLM API, FFmpeg, Object storage, A queue

Keywords: podcast tools, repurposing, short form video, ai clips, content marketing, transcription