The taxi niche has undergone vital transformations over the past few many years, pushed by technological advancements, changing shopper behavior, and the emergence of recent mobility solutions. Traditionally, taxis operated via centralized dispatch techniques, phone bookings, and taxi stands, providing a reliable mode of transportation in urban are