Abstract: SMART ROUTE is an Intelligent Route Aware Platform for Contextual Location Based Recommendations is designed to enhance traditional navigation systems by providing real-time, personalized suggestions based on route trajectory and contextual factors. Unlike conventional proximity-based systems, SMART ROUTE analyzes GPS data, user preferences, traffic conditions, time, and environmental parameters to recommend optimized points of interest (POIs) along the user’s travel path while minimizing route deviation. By integrating route segmentation techniques with hybrid machine learning models, the system ensures accurate, adaptive, and context-aware recommendations. The proposed platform improves travel efficiency, reduces unnecessary detours, and enhances user satisfaction, contributing to the development of intelligent navigation and smart mobility solutions.

Keyword: GPS Trajectory Analysis, Hybrid Recommendation Model, Context-Aware Computing, Machine Learning.

Downloads: | DOI: 10.17148/IARJSET.2026.13305