The taxi niche has undergone vital transformations over the past few decades, driven by technological advancements, altering consumer behavior, and the emergence of recent mobility solutions. Traditionally, taxis operated by way of centralized dispatch methods, cellphone bookings, and taxi stands, providing a reliable mode of transportation in city