AI Product data, structured. Which vehicle, which caravan, which boat. Your listings say it. Now your filters can.
A bull bar listing names the Ranger generations it fits, the hoop style, the winch cradle and the ADR it meets. A fridge listing states litres, volts and amps. Mavitra AI reads those claims, matches vehicles against the eBay vehicle list, records caravan and boat compatibility as stated, and writes the lot back as filters, Google Shopping data and eBay compatibility.
We're opening this vertical now. The free audit runs today; the full schema ships with the first catalogs.
Triple-loop steel bull bar for Ford Ranger PX, PX2 and PX3 (2011–2022) and Everest UA (2015–2022). Powder-coated black, winch compatible to 12,000 lb, ADR 69 compliant and airbag tested. Bar weight 78 kg. Fitting kit and wiring harness included.
- Ford Ranger 2011–2022 PX / PX2 / PX3
- Ford Everest 2015–2022 UA
Two vehicle generations become resolved fitment rows for eBay, a vehicle filter on your own store, and seven spec attributes buyers can filter on — all from the description you already wrote.
Example listing. Vehicle rows are matched against eBay's vehicle list (163 makes, 2,047 models for Australia), refreshed monthly. Caravan and boat compatibility is recorded exactly as the listing states it.
Three kinds of "does it fit", one engine.
Vehicle fitment
Bars, racks, snorkels, suspension and lighting are matched to real vehicle rows on the eBay vehicle list — the same matching already running on the automotive pack. "PX/PX2/PX3" becomes three generations, not a string.
Caravan and boat compatibility
There is no master list for caravans or hulls, so we don't pretend there is. The make, model and year range your listing states is captured as a compatibility table and written back for filters and feeds.
The specs people filter on
Hoop type, load rating, material, finish, ADR compliance, winch compatibility, length and width, watts and amps for 12V gear. Each category has its own attribute set with units.
Nothing invented
Towing capacities, ADR numbers and corrosion ratings are only recorded when your listing or spec sheet states them, with the evidence attached. Unsure values wait for a human.
What gets extracted
Dual-Zone 75L Portable Fridge Freezer 12/24V
Capacity, voltage and current draw become filters on the fridge collection and Google Shopping attributes; the compressor name is kept for the spec table.
Vehicle + spec filters
Filter bull bars by vehicle and hoop type, fridges by litres and volts, anchors by boat length — as Search & Discovery filters from the same metafields. No theme rebuild.
Shopping feed
product_type, material, custom labels and structured attributes matched to the queries people type: "ranger px3 bull bar winch", "75l 12v fridge".
Parts compatibility
Resolved vehicle rows for 4x4 accessories, ready for the eBay Motors listing flow. Caravan and marine compatibility goes into the item specifics instead.
Questions from 4x4, camping and marine stores
Can you do caravan or boat fitment when there is no vehicle list?
Yes, within what your listing states. We match the make, model and year range you give — "Jayco Starcraft 2018 on", "Quintrex 420 Renegade" — and build the compatibility table from it. The eBay vehicle list covers cars, utes, 4x4s and motorcycles; for caravans and hulls the listing is the source of truth, and we say so in the evidence.
Will it invent towing capacities or ADR compliance?
No. A towing figure, GVM upgrade, ADR number or airbag compatibility claim is only recorded when your listing or spec sheet states it, and the evidence is attached to the value. Anything the model is unsure about waits in the review queue and is never exported.
What about marine corrosion specs?
Material and corrosion protection are their own attributes: 316 stainless, marine-grade aluminium, hot-dip galvanised, anodised. Where a listing states an IP rating for electrical gear, that is captured too. We do not upgrade "stainless" to "316" unless the listing says so.
Does the eBay export work for 4x4 accessories?
Yes. Bars, racks, suspension, lighting and recovery gear with vehicle fitment get resolved compatibility rows in the format eBay Motors accepts. Caravan and marine products have no vehicle rows on eBay, so their compatibility goes into item specifics and your own filters.
What does early access mean?
The engine, the vehicle matching and the write-back are the same ones running on live automotive and trade catalogs today. The 4x4, camping and marine attribute schema is being finalised on the first catalogs in this vertical. The free audit runs now and shows you exactly what we would extract from 100 of your products.
Send 100 products. See the fitment and spec table.
The free audit shows which of your listings carry vehicle, caravan or boat compatibility we can resolve, which specs your buyers can't filter on today, and what your eBay and Google exports would look like.