The taxi niche has undergone important transformations over the past few decades, pushed by technological advancements, altering consumer behavior, and the emergence of new mobility solutions. Historically, taxis operated by centralized dispatch programs, telephone bookings, and taxi stands, providing a dependable mode of transportation in city are