The emergence of ride-hailing platforms like Grab has undeniably transformed the transportation industry. With a click on a smartphone, users can hail rides instantly, offering unprecedented convenience. This paradigm has not only changed consumer habits but also impacted traditional taxi profoundly. Metropolitan areas globally have adopted ride-