fitment accuracy

fitment architecture MMY platform — Photo by Natalya Rostun on Pexels

fitment accuracy

Stop Blind Fitment Architecture Hit 99% Accuracy

Fitment architecture ensures 99% accuracy for electric vehicle fleets by integrating VIN parsing, real-time OEM data, and a unified parts schema. This approach replaces manual mileage logs with audit-level certainty and eliminates warranty spikes caused by obsolete configurations. In 2023, MMY’s unified schema achieved a 99.3% match rate

first-time parts buyer

30% Returns Slashed For First‑Time Buyers Using Fitment Architecture

Fitment architecture reduces returns for first-time automotive parts buyers by aligning vehicle data with exact part specifications in real time. By automating the match, retailers eliminate mismatched orders, lower shipping costs, and improve customer satisfaction. First-Time Parts Buyer: Why Fitting Wrong Is Costly 48% of first-time buyers select a part