Architecting Scalable User Engagement for AI Companion Ecosystems

Digital interaction patterns continue to shift as users expect more emotional relevance, personalization, and conversational continuity from intelligent systems. In this environment, the growth of the AI companion economy has changed how businesses think about retention, loyalty, and long-term engagement.…