The emergence of ride-hailing platforms like Grab has undeniably transformed the transportation industry. With one swipe on a smartphone, users can summon rides on demand, offering unprecedented accessibility. This paradigm has not only changed consumer expectations but also impacted traditional cab profoundly. Metropolitan areas globally have em