Large-scale festivals e.g. like Durga Puja in Kolkata create urban challenges, including crowd congestion, traffic bottlenecks, and infrastructure strain. This project proposes an AI-powered predictive model integrating real-time data, GIS mapping, and machine learning to identify urban hotspots and visitor preferences. The tool aids city planners in optimization, resource allocation, and public safety enhancement, offering a scalable, tech-driven solution for intelligent festival management.