Meaning
What the relationship represents
Companionship, rehearsal, validation, reflection, identity exploration, creativity, regulation, or a substitute for unavailable human support.
Research Area
Hii studies how people use AI for emotional regulation, reflection, companionship, coaching, identity exploration, decision support, and meaning-making, including benefits, risks, and clinical relevance.
Central Question
The first task is not automatic endorsement or automatic pathologizing. It is to understand what the person is using the system for, how the use is changing, whether agency and functioning are expanding or narrowing, and what risks or benefits are present.
Assessment Lenses
Meaning
Companionship, rehearsal, validation, reflection, identity exploration, creativity, regulation, or a substitute for unavailable human support.
Function
Sleep, work, relationships, decision-making, self-care, confidence, isolation, conflict, and the person’s capacity to act independently.
Agency
Whether AI use supports judgment and reflection or begins to replace human choice, reality testing, professional care, or reciprocal connection.
Risk
Escalating dependence, impaired functioning, coercive or delusional framing, self-harm risk, loss of sleep, financial harm, or withdrawal from necessary care.
Current Work
Founding pilot
A 60-minute clinician education session with neutral intake language, a three-lens assessment frame, benefit and risk signals, clinical red flags, and structured feedback.
View the pilotLongitudinal methods
A framework for studying continuity, rupture, dependency, agency, and spillover across time rather than relying only on isolated interactions.
Read the working paper overviewBoundary
Hii supports careful assessment, clinical judgment, and clear safety boundaries. The work does not present AI as treatment, replace licensed care, or claim clinical efficacy.