The emergence of ride-hailing platforms like Uber has undeniably transformed the transportation industry. With a click on a smartphone, users can request rides on demand, offering unprecedented flexibility. This paradigm has not only changed consumer habits but also challenged traditional taxi profoundly. Cities worldwide have embraced ride-haili