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AvaGotYa by Avakata
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Illustrative data. This tenant is seeded with a plausible 30-day shadow run so the product can be shown before a real tag is live. Real tenants start empty.
Verified savings · last 30 days
$229
Conservative · the only number we ever bill on
Likely
$1,080
Aggressive
$2,531
CPC basis
$11 from connected spend data

Aggressive is roughly how the rest of the industry counts. We don't bill on it.

Invoice forecast
$69
Gross confirmed savings
$524
− Google's own invalid-click credits
−$295
= Verified savings
$229
× 30% share
$69
Cap: 3% of $21,272 spend = $638

Cap not applied. You keep $161.

Paid clicks observed
884
click-ID attributed
Confirmed invalid (Tier A)
91 · 10.3%
2+ independent signal families, or a hard veto
Would-be exclusions that converted
0
The false-positive counterfactual. Must stay 0.
Form spam caught
117
honeypot + automation vetoes
TimeASNCampaignCPCTier
14:36:09AS14061 DigitalOcean, LLCRed Light – Broward$11B· 90
13:07:40AS7922 Comcast CableRed Light – Broward$11watch· 41
12:49:42AS22773 Cox Communicationsorganic—suspicious· 70
12:44:46—Live test$11A· 100
12:41:56—Live test$11A· 100
12:39:36—Live test$11A· 100
12:36:52—Live test$11A· 100
10:55:52AS7922 Comcast CableSpeeding – Palm Beach$11watch· 39

Top clusters

codenames, never people
ClusterDevicesIPsSignature
CL-7F2A6341click id replay
CL-91C04444datacenter fanout
CL-3B182912headless cdp
CL-D4E7219no pointer entropy

A case file describes behaviour and infrastructure. It never names a perpetrator.

With vs. without — the counterfactual

cumulative paid-click spend, 30 days, at $11 CPC
$0$2,494$4,988$7,481$9,9752026-09-052026-10-04
What was paid for clicksWith confirmed-invalid excludedThe gap: $1,026 gross, before decay, caps and credits