Addressing the ever-growing problem of urban congestion requires innovative methods. Artificial Intelligence flow solutions are appearing as a promising instrument to improve circulation and alleviate delays. These platforms utilize real-time data from various origins, including devices, connected vehicles, and previous data, to dynamically adjust