The taxi niche has undergone vital transformations over the past few a long time, pushed by technological developments, altering consumer habits, and the emergence of recent mobility solutions. Traditionally, taxis operated by means of centralized dispatch programs, cellphone bookings, and taxi stands, offering a reliable mode of transportation in