
Introduction The traditional architecture of customer support is undergoing a profound structural metamorphosis that renders the classic human-led service model increasingly incompatible with modern operational demands. Organizations are no longer merely digitizing existing processes; they are engaging in a comprehensive operating-model transformation that replaces reactive, human-dependent systems with proactive, autonomous AI ecosystems. This shift represents the most significant change in










