AI Product data, structured. Automotive aftermarket · motorsport · 4x4 Fitment data your listings already contain. Structured, matched, exported.
Your titles and descriptions say "fits PX Ranger 2011–22". eBay wants a compatibility table, Google wants attributes, and your own store wants a vehicle filter. Mavitra AI reads the claim, resolves it against the eBay Master Vehicle List, and writes all three.
Premium ceramic front pads for Ford Ranger PX series 2011 onwards including Wildtrak and Raptor. Low dust, quiet, shimmed. Direct replacement for OE part. Sold as an axle set.
- Ford Ranger 2011–2022 PX
- Ford Ranger 2015–2022 PX Wildtrak
- Ford Ranger 2018–2022 PX Raptor
Twelve vehicle rows, one eBay compatibility block, one Google product_type, one on-site vehicle filter — from a sentence in the description.
Example listing. Vehicle rows are matched against eBay's vehicle list (163 makes, 2,047 models for Australia), refreshed monthly.
eBay Motors rewards compatibility. Everyone hates building it.
Read the claim
Make, model, year range, variant — from the title, the description, your tags, and anything already in your metafields.
Resolve it
Each claim is matched to real vehicle rows. "Commodore 06-17" becomes VE and VF rows, not a string. Unknown vehicles are flagged, not guessed.
Keep what you approved
Fitment you have confirmed is sticky. Re-runs never overwrite a human decision.
Export in eBay's format
Compatibility rows ready for the eBay Motors listing flow, plus Google Shopping attributes and the vehicle filter on your own store.
What gets extracted
Compatibility export
Resolved vehicle rows per listing. The one export that moves the needle on marketplace sales.
Shopping feed
product_type, custom labels, structured attributes — matched to the queries people type, not to your product names.
Vehicle + attribute filters
Search & Discovery filters from the same metafields. No theme rebuild.
Questions from parts sellers
We sell on eBay but our store is not Shopify.
For founding customers we can run from a CSV export and hand you the fitment file. The ongoing nightly service is Shopify-only for now.
What happens when the model is unsure about a vehicle?
The claim is kept with its raw text and flagged for review. Nothing unresolved is exported. You approve it once; it stays approved.
Do you cover Australian-delivered models?
Vehicle data comes from eBay Australia's own vehicle list — the same list eBay matches against — refreshed monthly.
Can it handle race and off-road parts with no road fitment?
Yes. Race chassis go to a vehicle_application attribute, equipment compatibility to compatible_with, and only real road vehicles become fitment rows.
Send 100 parts. Get a fitment table back.
The free audit shows which of your listings carry fitment claims we can resolve, which fail today, and what your eBay export would look like.