Introduction Modern customers expect more than generic marketing messages. They expect brands to understand their needs, anticipate their preferences, and deliver relevant experiences at every stage of their buying journey. The challenge is that delivering personalized experiences manually becomes nearly impossible as businesses grow. Managing thousands of leads, customers, interactions, and touchpoints requires significant resources, making personalization difficult to scale