The emergence of ride-hailing platforms like Grab has undeniably transformed the transportation industry. With a tap on a smartphone, users can hail rides with ease, offering unprecedented flexibility. This innovation has not only altered consumer behavior but also impacted traditional ride services dramatically. Metropolitan areas globally have