The buried "minor frame repair" in a 180-lot sale
For a used-car dealer — sourcing inventory through online auctions.
A 2019 pickup shows up in tonight's auction sheet — one lot among 180. The condition report mentions "minor frame repair" in a single line, buried under a paragraph of boilerplate. The old way meant opening the PDF, reading every lot by hand, mentally flagging anything that looked off, pulling up a valuation site in another tab, and doing bid math on a notepad — for every vehicle in the sale, most of which weren't worth a second look.
One way it plays out
- Every lot gets read and scored — the details pulled out (mileage, declarations, condition notes, current bid, end time), the value cross-checked, and the condition report read the way a buyer would: it catches "minor frame repair" as a structural flag even though the sheet never says "structural," and checks the stated mileage against the odometer reading for a discrepancy.
- Each lot gets a clear Green / Yellow / Red — flagged, not silently dismissed — with a note explaining exactly why.
- The ones worth it come with a bid range — a retail-exit max, a wholesale-exit max, and a hard ceiling that doesn't move under auction-day pressure — and an alert the moment scoring finishes, so the good units surface hours before the sale, not at 11pm scrolling a PDF.
That's one way it plays out — the scoring, the flags, and the bid math get shaped around how you actually buy.
So the buried frame-repair pickup gets caught and explained before you bid — and every lot, Green, Yellow, or Red, is logged, so three months on you can look back and see which flags actually predicted a bad buy. No bid is ever placed for you; the recommendation is where it stops, and every final call is yours.
Works for: used-car dealerships, wholesale buyers, and auction inventory sourcing.
Everything stays on servers here in Canada, and once it's built the whole thing is yours to keep — not a subscription, and not tied to anyone's platform. I'm here in Winnipeg: I set it up, and I stay with you and your team until it's running the way you want.
Curious how it's built? Technical breakdown available on request.