How it works

Turn the used market into clear margin, velocity, and risk signals — spec-aware and dealership-first.

Step 1
Ingest listings

Collect BMW listings and normalize model, trim, mileage, and options so every comparison is like-for-like.

Step 2
Build spec-aware comps

Create a true distribution for each spec so pricing isn’t skewed by mis-specified cars or the wrong trim.

Step 3
Output signals

Flag underpriced stock, estimate retail range and confidence, and surface “why” (options, condition, market movement).

Step 4
Act fast

Alerts + saved searches so buyers and traders move first — with fewer mistakes and faster turn.