The traditional taxi industry is experiencing a significant transformation, reshaping the landscape of urban mobility. App-based services, such as Uber and Lyft, represent disrupted established taxi operations, offering consumers convenient and frequently cheaper alternatives . Looking ahead , we expect a sustained blending of self-driving cars wit