The emergence of ride-hailing platforms like Lyft has undeniably revolutionized the transportation industry. With one swipe on a smartphone, users can request rides on demand, offering unprecedented convenience. This innovation has not only altered consumer expectations but also influenced traditional ride services significantly. Metropolitan are