# Build an AI content repurposing service

By Hammad Yousuf

https://withhammad.com/resources/ai-business/ai-content-repurposing

## Who this is for
A technical founder or team with original demos and approved source material

## Problem
Useful product knowledge sits in long recordings while rushed short-form summaries lose evidence or exaggerate results.

## A concrete pilot offer
A source-grounded repurposing workflow that produces platform-specific drafts and a review sheet from approved recordings.

## Build steps
1. Get permission to use the recording and a checked transcript with timestamps.
2. Choose one teachable moment for each piece and preserve the relevant evidence.
3. Draft a distinct hook and structure for each platform.
4. Review every factual claim, add captions and link each post to the matching full guide.

## Synthetic worked example
Synthetic source: a demo catches one invalid invoice. Three angles are possible: why the schema missed it, how the record check works, and what to test next. None proves a client saved money.

## Full prompt
```text
Create three distinct short-video outlines from the APPROVED TRANSCRIPT. Use one idea per outline. Each outline needs a 2-second visual hook, source timestamps, a concrete demonstration, caption text and one guide CTA. Mark unsupported claims and omit them. Do not invent personal experience, client results or revenue. Preserve the speaker’s meaning. Do not publish.

TRANSCRIPT: [checked text with timestamps]
AUDIENCE: [specific audience]
GUIDE URL: [matching resource]
OUTPUT: three outlines with claim-to-source maps
```

## Acceptance checks
- Each claim maps to a source timestamp.
- No revenue or client result is invented.
- Each post’s promised guide actually exists.

## Measure
Approved outputs per source and correction rate

## Commercial scope
Agree the input volume, permitted data, exact output, integration access, reviewer, test cases, handover and maintenance responsibilities. Estimate effort, software/API costs, review time and support before quoting. These are service ideas and teaching templates, not evidence of demand or earnings.

## Engineering detail
https://withhammad.com/resources/ai-engineering/ai-portfolio-case-study