Organizations operating in distributed, high-volume, or high-variability environments, such as HR shared services, employee helpdesks, and client-facing delivery models, face significant challenges in providing efficient and effective service. Traditional ticketing systems often struggle to keep pace with the demands of these complex environments, leading to inefficiencies, delays, and decreased satisfaction. This white paper introduces an AI-driven Intelligent Ticket Management & Service Delivery Transformation framework designed to modernize ticketing systems and revolutionize service delivery. By leveraging AI and machine learning, this framework enables organizations to automate processes, gain valuable insights from data, and deliver a superior service experience.