Law enforcement agencies now rely on: Real-time number plate detection (ANPR) Speed monitoring and automated alerts Intelligent classification of vehicles for road policy enforcement An ai based traffic management system helps reduce manpower needs while the intelligent traffic management system ensures fair and consistent rule application. https://www.stellarview.ai/post/ai-based-traffic-management-systems-and-the-future-of-smart-cities