
Full Stack
FitSpec
Automotive Parts Fitment Engine
A full-stack automotive parts fitment and recommendation platform that helps customers find verified-compatible parts for their specific vehicle. Features cascading Year/Make/Model/Trim selection across 1,747 vehicles, ML-powered cross-category recommendations, an AI fitment assistant, real-time inventory via SignalR, and a polyglot persistence layer with SQL Server for relational fitment data and MongoDB for flexible product metadata.












