In recent decades, traffic congestion has become a major urban challenge affecting life in Karachi Pakistan. This persists despite the construction of eight signal-free corridors, which cost billions of rupees, and two Bus Rapid Transit Systems (BRTS) designed to enhance traffic flow in the