The problem
Wrong-fit purchases are expensive on both sides: returns to process, refunds to issue, and bad reviews that scare off the next buyer.
How ELVPro does it
Record make/model/year/engine fitment on each part. On the storefront, the "Fit my car" cascade and a header garage widget filter the whole catalog down to a buyer's exact vehicle. To speed data entry, ELVPro pulls fitment suggestions from the built-in Auto Parts Catalog — which you confirm, so a human stays in the loop.
What you can do
- Enter structured fitment per part, not free text
- Accept catalog-powered suggestions and confirm them yourself
- Give buyers a storefront make → model → year filter
- Let shoppers set "my vehicle" once so every result narrows to what fits
Plan: Starter and up.