


AI editing tool vs managed qualified-view distribution.
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| Feature | FORKOFF ClippingManaged outcome agency | CaptionsAI editing + captions SaaS |
|---|---|---|
| Operating model | Managed distribution agency. | Self-serve AI editing SaaS. |
| Pricing denominator | $0.003 per qualified view (CPQV). only views that pass all four checks. | Raw CPM or tool subscription; no qualification denominator. |
| Production focus | Clipper roster shipping campaign-fit clips. | AI-driven editing, captions, eye-contact, creator avatars. |
| Audit trail | Append-only ledger, exportable CSV/JSON, per-view reason codes. | Dashboard counts; no per-view audit trail. |
| Best for | Brand-side distribution + qualification. | Creator-side production polish. |
The 99.71% traffic legitimacy rate is documented in the qualified-views methodology.
Captions edits the clip. FORKOFF distributes the clip and qualifies the view. Different layers in the same pipeline.
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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