This document describes an API-led car recommendation engine developed by Codelattice that uses collaborative filtering and AI algorithms to learn from user interactions and provide personalized car recommendations. The engine is ideal for integration with car showroom kiosks, shopping mall displays, websites, and to assist sales executives. It uses MEAN stack technologies and is hosted securely on AWS for availability, reliability, and disaster recovery.