StakeClip VCV ®
Verification of Content Veracity.

Every view is interrogated by an AI verification stack before it touches an invoice or a payout. Proprietary models, a distributed GPU grid and 41 independent signals stand between raw platform metrics and the number you get billed on.

41 SIGNALS PER VIEW/180ms VERDICT/97.2% PASS RATE
5.4B+ views verified · monthly
41 signals per view
64 GPU nodes · 6 regions
180ms median verdict latency

Four systems. One verdict. All built and trained in-house.

Verification is not a filter bolted on at the end - it is a pipeline of purpose-built systems. Each one attacks fraud from a different direction; a view is verified only when all four agree.

TEMPORAL AI

CURVE™

A transformer trained on billions of view curves learns what platform-native growth looks like - per format, per market, per hour. Purchased spikes, engagement pods and bot floods have shapes, and CURVE™ rejects them in real time.

4.2Bevents / day 99.1%spike detection 38stime-to-flag
COMPUTER VISION

GHOSTPRINT™

Every frame of every campaign video is hashed into a perceptual index spanning the network. Re-uploads, mirrored edits, crops, re-encodes, speed shifts - GHOSTPRINT™ sees through all of it and catches recycled content.

38Bframes indexed 250msmatch lookup 96.4%duplicate recall
GRAPH NEURAL NETWORK

SENTINEL GRAPH™

Eleven million creator accounts, ninety million relationships: shared devices, posting rhythms, payout fingerprints. It clusters coordinated networks the way they operate - flag one sockpuppet and the whole farm lights up.

11Mnodes 90Medges <1hcluster takedown
ENSEMBLE DECISIONING

JURY™

Twelve independent models vote on every view - traffic, content, account and market signals weighed together. JURY™ issues a single reproducible verdict with a stored evidence bundle, replayable signal-by-signal in a dispute.

12models voting 180msverdict latency 100%auditable

Fraud has a shape.
We know it by heart.

Live output from the verification floor. Roughly one in thirty-five views is discarded before it is billed - itemized per creator and per video, free of charge. This is where that traffic actually comes from.

Bot farms38%
Recycled content27%
Engagement pods19%
Incentivized traffic11%
Other anomalies5%
VCV VERDICT STREAM · LIVE EU-WEST · NODE 22
14:02:11CURVE™tiktok · #88412 · organic curve confirmed, 41/41 signals cleanverified
14:02:09GHOSTPRINT™reels · 96.4% frame match with net-id #44120 · recycleddiscarded
14:02:04SENTINEL™farm #2291 · 4 linked accounts · payout fingerprints matchedcluster hold
14:01:58JURY™reels · #88397 · 12/12 votes verified · 162msverified
14:01:44CURVE™shorts · spike at T+38s · velocity 41σ above nativediscarded
14:01:31HYDRAeu-west node 22 · 61,204 verdicts/min · p99 214mshealthy
14:01:12JURY™reels · #88361 · 12/12 votes verified · 148msverified
_

From raw metric to billable truth. Continuously, not once.

Every published campaign video runs this gauntlet for as long as its metrics keep moving - not just at upload.

01

Ingest

Video URL, account and timestamped metrics stream in from platform APIs into the HYDRA grid, region-local to the audience.

02

Interrogate

CURVE™ models the traffic, GHOSTPRINT™ fingerprints the frames, SENTINEL GRAPH™ places the account in the network. 41 signals extracted.

03

Verdict

Twelve models vote in 180ms. Verified views proceed to billing; discarded traffic is itemized in the ledger, free of charge.

04

Audit

Every verdict ships with a replayable evidence bundle - signal values, model votes, timestamps. Disputes are reviews, not arguments.

Per-view pricing only works if the unit is trustworthy. VCV ® maintains a 97.2% verification pass rate across the network - and honest clippers earn more, because the budget that used to leak to bots goes to them instead.

See VCV on your own traffic - evidence bundles included.