AEO Index · Category
Vehicles & Parts
Who AI shopping agents surface in Vehicles & Parts — and the product language that wins it. 2,842 merchants competing across 588 shopper queries.
Who wins AI search
| Merchant | Appearances | #1 wins | Avg rank |
| OEM Parts Departmentoempartsdepartment.com | 46 | 4 | 5.1 |
| Carkartcarkart.com | 47 | 5 | 5.3 |
| Jeep Parts & Accessories for Jeep Wranglershop.quadratec.com | 27 | 7 | 3.8 |
| Partsmotorspartsmotors.com | 21 | 7 | 3.3 |
| Car Builder Solutionscarbuilder.com | 14 | 4 | 2.7 |
| VXB Bearingsvxb.com | 23 | 1 | 6.1 |
| MOTORMIAstore.motormia.co | 16 | 2 | 4.4 |
| PartsVupartsvu.com | 16 | 3 | 4.5 |
| Complete Street Performancecspracing.com | 17 | 1 | 5.2 |
| GPM Truck Centergpmspumps.com | 16 | 5 | 4.8 |
| Sea-Way Marineseawaymarine.com | 15 | 4 | 4.4 |
| Hybrid Racinghybrid-racing.com | 13 | 1 | 3.8 |
| Flyin' Miataflyinmiata.com | 11 | 4 | 2.8 |
| High Reach 2high-reach2.com | 9 | 5 | 1.8 |
| Marine Parts Expressmarinepartstest.myshopify.com | 13 | 1 | 4.7 |
| GARVEEgarvee.com | 14 | 2 | 5.4 |
| Pit Stop USApitstopusa.com | 11 | 1 | 3.9 |
| Adam's Polishesadamspolishes.com | 10 | 2 | 3.6 |
| FR SPORTfrsport.com | 14 | 0 | 5.9 |
| DS18ds18.com | 8 | 4 | 2 |
How concentrated is it?
Top 5 merchants hold 6% of all Vehicles & Parts results — wide open — a genuine land-grab.
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”
Popular searches in Vehicles & Parts
Real queries AI shoppers ask in this category — see exactly which stores each one surfaces.
Air Intake Temperature SensorsAircraft Anti-G SuitsBattery Management SystemsBrake FluidBumpersCar MirrorsCarburetor CleanersCity BusesClutch LinesCoolant AdditivesElectric Vehicle BatteriesEmergency Road FlaresEmergency VehiclesEngine MountsFire TrucksFuel CapsFuel Injector CleanersFuel Pressure RegulatorsFuel PumpsGT CarsHalf HelmetsHeavier-Than-Air AircraftHoodsHose FittingsIgnition SwitchesMan Overboard SystemsMilitary VehiclesMotocross BikesMotor Sports VehiclesMotor Vehicle Equalizers & CrossoversMotor Vehicle LightingMotor Vehicle Loading RampsMotor Vehicle Sensors & GaugesMotor Vehicle SpeakerphonesMotor Vehicle Windshield CoversMotorcycles & Scooters