Urban intersections have become complex, unpredictable zones where vehicles, cyclists, and pedestrians intersect within seconds. While signal-based systems handle timing, they rarely perceive intent or movement patterns. Human error, poor lighting, and limited visibility continue to cause pedestrian injuries across cities. However, not every crosswalk requires enforcement-grade accuracy. In most......

Modern traffic enforcement relies on vision-led systems that interpret full road scenes in real time. Traditional inductive loops used to focus on vehicle presence, which limited insight into movement patterns, intent, and safety risk. AI vision cameras bring scene awareness through continuous visual analysis, enabling cities to detect violations, assess...

Road networks are under pressure as traffic grows and junctions stretch human awareness. Near-miss analytics step in with real-time insight, turning close calls into measurable indicators of where risk concentrates. This moves safety planning from delayed crash reports to forward-looking intelligence across intersections and expressways. AI vision gives cities a...