Core ecommerce GEO
Automating Dimensional Fit Checks in AI Commerce
Will it fit is the whole purchase decision. How fitment-heavy stores publish dimensional truth so bots and assistants answer correctly, not confidently.
Lawrence Dauchy··10 min
Conversion & Checkout
GEO for Agricultural Parts Stores on Shopify
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.
Lawrence Dauchy··5 min
DTC Verticals
AI-zoeken voor auto-onderdelen: fitmentdata wint
Een auto-onderdeel past of past niet. Zo geef je je catalogus de complete fitmentdata die AI nodig heeft om je te matchen en retouren te voorkomen.
Lawrence Dauchy··4 min
DTC Verticals
Automotive parts and AI search: fitment and citations
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.
Lawrence Dauchy··7 min