Addressing the ever-growing issue of urban congestion requires innovative approaches. Smart flow solutions are arising as a powerful resource to improve movement and reduce delays. These platforms utilize real-time data from various sources, including devices, integrated vehicles, and previous data, to intelligently adjust signal timing, reroute ve