This study delves into the pivotal role of service levels in the cab aggregation industry and their profound impact on customer expectations, satisfaction, and loyalty. As this rapidly evolving sector strives to provide convenient and reliable transportation services, understanding the dynamics of service levels is crucial. Through a comprehensive analysis of customer feedback, expectations, and retention patterns, this research sheds light on the critical elements that define service quality in cab aggregation, offering valuable insights for both service providers and passengers.