Automated enforcement is the future. An ai based traffic management system: • Tracks rule violations live • Supports instant penalty generation • Reduces manual workload for traffic teams Ai traffic management builds consistency and trust on the road. https://www.stellarview.ai/post/ai-based-traffic-management-systems-and-the-future-of-smart-cities