Input source length + format → see how many video clips, image cards, text posts, blog, and newsletter outputs you can produce from one source.
| Bucket | Estimated outputs |
|---|---|
| Video clips | 4-8 |
| Image cards / quote graphics | 4-8 |
| Text posts (X / LinkedIn / Threads) | 12-20 |
| Blog post | 1 |
| Newsletter | 1 |
| Total per source | 22–38 |
Estimates are based on Kompozy network data across thousands of repurposed sources in 2025-2026. Actual output depends on source density, niche, and Persona Brief calibration. Most sources land within the estimated range; outliers exist in both directions.
Up to a point. A 60-minute podcast produces 25-35 outputs; a 90-minute one produces ~30-40 (not 45). Diminishing returns kick in past the 6-10 core ideas the source can carry. Source density matters more than length above 60 minutes.
With AI augmentation: yes, after a 14-day calibration window. Without it: no, manual repurposing of 4 sources/month requires a content team. The AI stack is what makes the output numbers economically viable.
Short sources work for clip-heavy formats (TikTok, Reels) but underperform on text/blog/newsletter. Below 5 minutes, the math compresses — expect 3-6 outputs per source instead of 25-35.
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