The taxi niche has undergone vital transformations over the previous few decades, driven by technological advancements, changing consumer behavior, and the emergence of new mobility solutions. Traditionally, taxis operated through centralized dispatch systems, phone bookings, and taxi stands, providing a reliable mode of transportation in city area