🧮 Valuation Machine

Fast local private-party value (vehicle_value repository) — canonical/fuzzy resolve over dirty inputs, tiered. Type a vehicle (or VIN) to see what it knows.

Look up a value

Repository coverage

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Target coverage — 95% most-common vehicles, last 15y

Cached corpus vs a static target of the most common US makes/models (the head that's ~95% of modeled sales volume) × the last 15 model years — coverage against demand, not against scraped long-tail.
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Warm / jobs

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Raw value cache (scrape store)

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