


AI clip auto-generator vs managed outcome agency.
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| Feature | FORKOFF ClippingManaged outcome agency | KlapAI short-form generator |
|---|---|---|
| Operating model | Managed distribution + qualification. | Self-serve AI generator. |
| Pricing denominator | $0.003 per qualified view (CPQV). only views that pass all four checks. | Raw CPM or tool subscription; no qualification denominator. |
| What you get | A campaign that ships qualified views. | A library of auto-generated clips. |
| Audit trail | Append-only ledger, exportable CSV/JSON, per-view reason codes. | Dashboard counts; no per-view audit trail. |
The 99.71% traffic legitimacy rate is documented in the qualified-views methodology.
Klap auto-generates. FORKOFF auto-qualifies. One makes the clip; the other makes it count.
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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