AI-driven predictive analytics deployed for real-time road safety management

Traffic management is shifting from reactive post-accident analysis to predictive modeling using AI, smart sensors, and connected camera systems. This transition enables authorities to identify hazardous behaviors and environmental conditions in real-time, though the scalability and integration costs across diverse urban infrastructures remain uncertain.