The emergence of ride-hailing platforms like Lyft has undeniably disrupted the transportation industry. With a tap on a smartphone, users can request rides instantly, offering unprecedented convenience. This paradigm has not only altered consumer habits but also challenged traditional taxi significantly. Metropolitan areas globally have adopted r