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ClearLayer AI, Telemedic, ClearLayer Demo, and other sandbox orgs — tracked here only. Usage below is not included in Overview, Customers, or Revenue.

No internal or demo organizations found.

Usage = desk billing on transaction_metadata. Subscription cash = Scenario D billing events (renewals/upgrades). Sub MRR = active plan renewals.

Estimated COGS from stored token usage + configured Anthropic rates. Revenue from transaction_metadata billing.

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Vehicle Import Desk health — VIN provenance, SAT match quality, compliance attestations, export-ready share.

Extraction cost & quality levers — method mix, schema-inference cache, freight/valuation provenance, VIN AI proxy cost, desk AI suggest fee vs Haiku COGS. Use Failure queue below for weekly supervised debug sessions (missing HS, money-like descriptions, OD outcomes, repeat shippers). Field confidence stays on Confidence Scoring; dollar COGS stays on Unit Economics.

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