The U.S. Video-based Automatic Incident Detection (AID) market is expected to grow from US$ 657.2 million in 2025 to US$ 1.65 billion by 2032, with a projected CAGR of 14.5%. The integration of artificial intelligence (AI) and machine learning (ML) in video analytics has significantly enhanced detection accuracy, reaching over 95% for specific traffic incidents. By 2024, AI-powered video analytics is estimated to account for 65% of the market. Road traffic management leads the application segment, with substantial growth in infrastructure like tunnels, airports, and bridges. Policies like Vision Zero and investments in Intelligent Transportation Systems (ITS), alongside smart city initiatives, are major drivers of market growth. The software segment, crucial for real-time incident analysis and response, dominates the market due to its ability to improve traffic management and road safety, expected to hold a 45% share in 2025.