The future of urban mobility is rapidly evolving, with a growing emphasis on sustainable solutions to address the challenges of gridlock. Cities worldwide are implementing a spectrum of mobility options, from shared vehicles and bike-sharing to enhanced bus systems and connected transportation. Such solutions aim to minimize congestion, improve air