Car owners receive incompatible replacement part recommendations

When searching for replacement parts (brake pads, filters, batteries), drivers receive recommendations for parts incompatible with their vehicle's year, make, engine type, or trim level, wasting money on returns or installing wrong parts. Most e-commerce sites and local auto shops lack sophisticated vehicle-to-part matching databases.