Digital companionship has shifted from novelty to a consistent part of daily routines. People now expect conversational systems to respond with depth, continuity, and emotional awareness. As a result, interaction in AI companion apps has become a central performance indicator rather than a secondary metric. Sustained interaction does not happen accidentally; it is shaped through thoughtful...