ModelMatch

ModelMatch is a compatibility platform that helps replacement-parts merchants verify fit before checkout. Shoppers can check part compatibility directly on product pages, collection pages, and through a dedicated finder tool. When a part doesn't fit their equipment, the app automatically recommends compatible alternatives, recovering sales that would otherwise be lost. Merchants manage compatibility data in admin and can generate it using AI for products without existing data. The platform tracks shopper searches, identifies no-match patterns, and reveals data coverage gaps through analytics. Shoppers set their model once and browse confidently across your entire catalog with ambient fit checking.