The emergence of ride-hailing platforms like Grab has undeniably transformed the transportation industry. With a click on a smartphone, users can summon rides on demand, offering unprecedented flexibility. This innovation has not only altered consumer expectations but also influenced traditional ride services significantly. Cities worldwide have