The emergence of ride-hailing platforms like Lyft has undeniably revolutionized the transportation industry. With a tap on a smartphone, users can summon rides with ease, offering unprecedented convenience. This shift has not only changed consumer habits but also challenged traditional ride services significantly. Metropolitan areas globally have