Research questionHow can conversational AI prevent relational trust from becoming leverage for institutional manipulation?Conversational AI can appear supportive and socially responsive, encouraging users to trust it as a companion or adviser. When institutional interests diverge from users’ interests, that trust can facilitate behavioral nudging, surveillance, biased information, or information extraction.