AI content repurposing
A marketing-agency business where this lands in Marketing.
02 — What is actually going wrong
A good long-form piece takes a week and gets posted once. The derivative work — the social cuts, the newsletter section, the carousel — is low-skill, high-volume, and always the thing that slips when the week gets busy.
How it works
The finished long-form piece goes in and comes back as channel-native drafts: social posts, an email section, a video script, a carousel outline, each shaped to the platform rather than truncated. An editor approves and schedules.
What good looks like
Every substantial piece produces a fortnight of derivative content instead of a single post, the team stops writing captions on Friday afternoon, and channel consistency stops depending on who had time.
03 — The problem, in money
- Long-form pieces per week10 pieces50 piecesPlaceholder — not a validated benchmarkStarting point
- Hours saved per piece1.5 hours5 hoursPlaceholder — not a validated benchmarkStarting point
- Blended blended_hourly_cost cost55 USD135 USDPlaceholder — not a validated benchmarkStarting point
- Share of freed time redeployed0.5 ratio0.5 ratioPlaceholder — not a validated benchmarkStarting point
04 — The options
05 — The call
Buy it. An off-the-shelf tool wins this one — it gets you live faster, and the math does not justify building from scratch.
06 — How this goes wrong
- Publishing unedited. Derivative output is the most obviously machine-written content on the internet and audiences have calibrated to it fast.
- Volume without a point of view. Ten mediocre posts a week erode a brand faster than two good ones build it.
- Losing the source's specificity. The details that made the original worth reading are exactly what gets smoothed away.
- Repurposing content that was not good in the first place — this multiplies whatever you feed it.
07 — How you would actually do it
- 01Write the brand voice guide properly, with examples of what you would never say.
- 02Pick the three channels that actually matter and ignore the rest.
- 03Build a prompt or project per channel — one generic prompt produces one generic voice.
- 04Keep a named editor accountable for everything that publishes.
- 05Review engagement by source piece, not by post, so you learn what is worth repurposing.
08 — Tools worth looking at
Named for orientation, not endorsement. No affiliate arrangements, and nothing here has been paid for.
09 — Run it on your numbers
Start from industry averages, then drag the inputs to match your business. The number moves live.Drag each input to your number — the starting points are neutral midpoints, not industry data. The number moves live.
10 — The evidence · what others report
Reported numbers are third-party claims, source-attributed — not verified by me, and never blended into the model above.
11 — Questions owners ask
Is this your business?
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