The taxi niche has undergone important transformations over the past few many years, driven by technological developments, altering shopper behavior, and the emergence of recent mobility solutions. Traditionally, taxis operated via centralized dispatch systems, telephone bookings, and taxi stands, offering a reliable mode of transportation in urban