The taxi niche has undergone vital transformations over the previous few decades, driven by technological developments, altering client behavior, and the emergence of new mobility solutions. Traditionally, taxis operated through centralized dispatch programs, cellphone bookings, and taxi stands, offering a reliable mode of transportation in urban a