AI Traffic Signal Management

State transportation agencies often lack real-time visibility into how traffic is moving through signalized intersections, since gathering that data traditionally requires deploying and maintaining physical hardware like cameras that can cost up to $75,000 per unit. Without that visibility, engineers are largely reacting to resident complaints rather than proactively managing signal timing, delays, queue lengths, and idling emissions.