Abstract Customer experience (CX) has become a defining competitive factor in modern markets, replacing product features and price advantages as dominant differentiators. One of the most profound shifts shaping CX today is the transition from mass marketing to data-driven personalization. As companies embrace big data, artificial intelligence (AI), machine learning, and predictive analytics, they are increasingly capable of delivering tailored interactions at every stage of t