


AI repurposing platform vs managed qualified-view distribution.
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| Feature | FORKOFF ClippingManaged outcome agency | MunchAI repurposing + clipping SaaS |
|---|---|---|
| Operating model | Managed distribution agency. | Self-serve AI repurposing SaaS. |
| Pricing denominator | $0.003 per qualified view (CPQV). only views that pass all four checks. | Raw CPM or tool subscription; no qualification denominator. |
| Distribution | Vetted clipper network, geo-routed, qualified. | Brand-owned post-export. |
| Audit trail | Append-only ledger, exportable CSV/JSON, per-view reason codes. | Dashboard counts; no per-view audit trail. |
| Insights layer | Per-view ledger with reason codes. | AI-suggested clip moments + engagement preview. |
The 99.71% traffic legitimacy rate is documented in the qualified-views methodology.
Munch surfaces which moments to clip. FORKOFF runs the distribution that earns qualified watch-through on those moments. Different layers, both useful.
FORKOFF runs this as managed clipping campaigns billed on the qualified-view ledger, not on seats or uploads.
The qualification ledger changed how we report to the board. Real attention, verified weekly, not dashboard vanity.
Growth lead
Growth Lead, AI Infrastructure Startup

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