Automotive AEO: Vehicle Schema, Dealership Local AEO, and AI Car Shopping Optimization
Automotive AEO targets the AI-driven portion of the car research and purchase journey - a process increasingly beginning with AI-generated recommendations, comparisons, and financial estimates before human buyers contact a dealership. Vehicle schema, dealership LocalBusiness optimization, and structured comparison content are the three technical pillars that determine which automotive sites earn AI citation presence in the fastest-changing segment of consumer research behavior.
See also Product Schema and Local AEO Basics.
Automotive AEO - Schema and Content Strategy
Vehicle schema
Vehicle schema markup makes automotive content machine-readable for AI comparison and recommendation queries. Key Vehicle schema properties: vehicleModelDate (model year), mileageFromOdometer, vehicleEngine (EngineSpecification with engineDisplacement, fuelType), numberOfDoors, driveWheelConfiguration (FWD, AWD, 4WD), fuelType (Gasoline, Diesel, Electric, Hybrid), seatingCapacity, payload (cargo capacity), bodyType (Sedan, SUV, Truck). For dealership inventory pages: include Offer schema with price, availability, and seller information. For review pages: use aggregateRating showing review consensus across test sources.
{
"@type": "Car",
"name": "2026 Honda Accord Sport",
"vehicleModelDate": "2026",
"brand": { "@type": "Brand", "name": "Honda" },
"bodyType": "Sedan",
"driveWheelConfiguration": "FWD",
"fuelType": "Gasoline",
"numberOfDoors": "4",
"seatingCapacity": "5",
"vehicleEngine": {
"@type": "EngineSpecification",
"fuelType": "Gasoline",
"engineDisplacement": {
"@type": "QuantitativeValue",
"value": "1.5",
"unitCode": "LTR"
}
},
"offers": {
"@type": "Offer",
"price": "29495",
"priceCurrency": "USD"
}
}