Parts buyers ask machines the way mechanics ask each other: does it fit, what does it cross to, is it in stock. Stores that publish fitment and cross-reference data as structured answers win those queries, often by voice, from the field.
AI engines only cite an auto part they can prove fits the car. Here is how Shopify stores feed year/make/model fitment and structured data to win the citation.
