The traditional taxi industry is experiencing a major transformation, altering the picture of urban mobility. App-based services, including Uber and Lyft, represent disrupted legacy taxi operations, providing riders convenient and frequently more choices. In the future , we expect a ongoing blending of self-driving vehicle with ride-hailing platfor