MechanicML: Identify Car Parts

PART IDENTIFICATION • More accurate automotive part identification • Improved recognition of visually similar parts and components • Reduced scan-to-result processing time PARTS SEARCH • Results are ranked by evidence: matching part numbers, your vehicle, and part details • Vehicle engine information is now used to find parts that fit your specific configuration • Repeat searches now return near-instantly • Improved listing relevance and search completion reliability • Added automatic retry handling for temporary search-provider failures • Part numbers are no longer treated as exact search requirements unless verified • Listing part numbers are now displayed only when supported by retailer information VEHICLE FITMENT • Listings now clearly indicate when compatibility has not been verified, instead of showing unconfirmed fitment claims • Added a reminder when searching without a vehicle selected — adding your VIN improves match quality FEEDBACK & REVIEWS • Rate a listing with a quick thumbs up or down after viewing it — your feedback directly improves future search results • Improved feedback reliability after part identification STABILITY • Improved continuity across VIN scanning, photo capture, identification, and results • Updated core dependencies for improved iOS stability and compatibility • Additional performance improvements and bug fixes throughout the app KNOWN BUGS • Some small or tightly framed components may lose identifying details during image processing For best results, photograph the entire part, keep it centered, and leave some space around its edges. You can edit the identification before searching if the detected part is incorrect. ROADMAP • Preparing verified vehicle-fitment data, OEM part-number matching, and expanded retailer coverage