The emergence of ride-hailing platforms like Grab has undeniably transformed the transportation industry. With one swipe on a smartphone, users can request rides with ease, offering unprecedented convenience. This paradigm has not only reshaped consumer expectations but also challenged traditional cab profoundly. Cities worldwide have integrated