Is bigger network better?

For raw exposure, yes. For qualified outcomes, no. Vetting the supply side concentrates spend on qualified views, not noise.

How does the math compare on real dollars per qualified view?

At $2 raw CPM with roughly 35% legitimacy, the effective cost is about $5.71 per qualified-equivalent view, before any sanctioned-geo or traffic-history filters. FORKOFF charges $0.003 CPQV with all four checks already applied. The denominator does the work.

When is Lumina's 62.9K clipper roster the right answer?

Pure top-of-funnel reach campaigns where the goal is raw views and the brand owns its own qualification, attribution, and audit. Marketplace depth wins when the buyer has internal infrastructure to filter the output.

Can I bring Lumina-sourced clippers to a FORKOFF campaign?

Yes, in principle. Any clipper can apply to the FORKOFF network. Onboarding still runs through the standard vetting gate (traffic validity, posting history, geo footprint) before they ship against a brief.

What does FORKOFF vetting actually check?

Traffic validity on prior posts, clean posting history, declared geo footprint, and the absence of low-quality engagement patterns. Clippers who fail a check do not enter the active roster. The roster size stays bounded on purpose.

How do audit trails differ between an open marketplace and FORKOFF?

Marketplace dashboards report aggregate view counts. FORKOFF ships a per-view ledger with reason codes for every accepted and rejected view, exportable to CSV or JSON. The brand can take that ledger to a treasury or finance review without rebuilding it.

Compare . vs Lumina Clippers

FORKOFF ClippingVSLumina Clippers

Lumina Clippers: where FORKOFF Clippingfits.

62.9K clippers at $2-5 raw CPM vs 1,200 vetted at $0.003 CPQV.

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Feature	FORKOFF ClippingManaged outcome agency	Lumina ClippersManaged clipping agency
Network depth	1,200 vetted clippers, geo-niche-fit.	62,900 clippers, marketplace-style.
Pricing	$0.003 CPQV.	$2-5 raw CPM.
Vetting	Traffic validity + clean-history check before onboarding.	Open marketplace.
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.

The advantage

Lumina has depth. FORKOFF has the denominator. 62,000 unvetted clippers at $2 CPM costs more per qualified view than 1,200 vetted clippers at $0.003 CPQV.

FORKOFF runs this as managed clipping campaigns billed on the qualified-view ledger, not on seats or uploads.

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The qualification ledger changed how we report to the board. Real attention, verified weekly, not dashboard vanity.

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Growth Lead, AI Infrastructure Startup

Brand

99.71%Sustained legitimacy rate

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