The taxi area of interest has undergone significant transformations over the previous few a long time, pushed by technological advancements, changing consumer conduct, and the emergence of recent mobility solutions. Traditionally, taxis operated by means of centralized dispatch methods, cellphone bookings, and taxi stands, providing a reliable mode