AEO Index · Category benchmark
AI shopping in Vehicles & Parts
How stores in Vehicles & Parts get found by AI shopping agents (ChatGPT, Claude, Perplexity) — the prices that win, how competitive the category is, and the product language agents reward. Based on 2,842 competing stores across 588 shopper queries.
How concentrated is it?
The most-surfaced stores account for 6% of Vehicles & Parts results — wide open — no one dominates, a genuine opportunity to win visibility.
What AI shoppers see priced
The price range agents surface for Vehicles & Parts — 5,744 products, normalised to USD. Most land in the highlighted band.
$25 – $220 typical · median $71
$7.34$2,046
The language that wins
Terms winning Vehicles & Parts products converge on in their titles — what merchants optimise to be found for, ranked by how many distinct shops use each.
vehicle158 shops
e.g. “VEHICLE TYPE”
racing115 shops
e.g. “Racing Truck”
motorcycle112 shops
e.g. “Motorcycle Elbow Guards”
truck95 shops
e.g. “Fire Truck”
steering85 shops
e.g. “HOOK STEERING”
engine80 shops
e.g. “Fire Engine”
trailer68 shops
e.g. “Horse Trailer”
cars58 shops
e.g. “Stock Cars”
clutch57 shops
e.g. “Clutch Puller”
transmission47 shops
e.g. “4T65E Transmission Filter”
automotive43 shops
e.g. “Automotive Carpet & Fabric Dye”
windshield42 shops
e.g. “Windshield Protectant Cover”
vehicles41 shops
e.g. “My First Vehicles”
police40 shops
e.g. “Police Van”
steering wheel39 shops
e.g. “STEERING WHEEL”
ignition38 shops
e.g. “Ignition Coil”
license38 shops
e.g. “License Plate”
hitch38 shops
e.g. “Hitch Ball”
license plate36 shops
e.g. “License Plate”
atv34 shops
e.g. “UTV SMALL or ATV”
trucks34 shops
e.g. “Electric Trucks #2135”
coolant34 shops
e.g. “Driven Coolant Additive”
utv31 shops
e.g. “UTV SMALL or ATV”
seat belt28 shops
e.g. “Seat Belt Buckle”
vans25 shops
e.g. “Vans Lowland 2.0 Shoes”
wiper25 shops
e.g. “WINSHILD WIPER”
timing24 shops
e.g. “Timing Set”
cargo net24 shops
e.g. “Roof Rack Cargo Net”
door lock23 shops
e.g. “Mk1 door lock knob set”
fuel system23 shops
e.g. “Fuel System Cleaner”
How to win Vehicles & Parts
1. Be reachable — expose a machine-readable catalog so AI agents can read your products at all. 2. Match the language — use the winning terms above wherever they’re accurate to your products. 3. Price in-band — land in the typical range unless you’re deliberately premium. The full Vehicles & Parts playbook →