The Bartr Market Live
Solo build — data layer, marketplace, deployment · 2026
A used-car marketplace for private sellers only, built around a rule most sites break: never show a number you cannot stand behind. Specifications come from the federal VIN database rather than from whatever the seller typed.
- Every listing is decoded from its VIN via NHTSA — engine, transmission, drivetrain and build plant are facts, not seller claims
- The VIN check digit is validated locally, so a typo is caught before any API call is made
- Open safety recalls pulled live for each year, make and model — the buyer protection no classifieds site bothers with
- Price comparison uses the median of comparable listings, refuses to answer below three comps, and always shows the sample size
- It will not scrape competitors for prices: their terms forbid it, and a blocked shared IP would take five other sites down with it
- AI photo analysis is framed as reading photographs, never as an inspection — it reports what the photos fail to show as well as what they do
- Anti-dealer enforcement via a listings-per-year cap set to the threshold most states use for unlicensed dealing




