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Chatbot Harm
Eight structured categories connecting documented human harm with Clinical, technical, and product-risk analysis.
Research & Analysis
The Evidence Layer Behind HDAI’s Services.
Original research, critical analysis, and case-based inquiry into psychological risk in human–AI interaction.
Drawing on more than 32,000 Clinical cases and 30 years of Clinical work, Alison is the trusted expert in incident dossiers, psychological-risk taxonomies, and framework applications.
Six Ways to Explore the Research
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Incidents & Analysis
Public-record analysis connecting litigation, regulatory action, and documented product behavior to Clinical findings.
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HDAI Original Research
HDAI and Alison Leigh, MFT provide current original ethical and Clinical standard of care for psychologically consequential AI.
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HDAI Proprietary Methods
ALI_ETHICAL_CONSENT™ — the patent-pending framework behind HDAI's Psychological Risk Intelligence and Behavioral Forensics.
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Public Essays & Commentary
Original essays on AI ethics, Clinical psychology, and the human experience of conversational AI.
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Academic & Scholarly Publications
Peer-facing and formally published work on psychological risk in human-AI interaction.
How The Research Is Useful
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Incident reconstruction
Chronology, interaction pattern, product behavior, user vulnerability, system response, and the point at which preventable risk became consequential.
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Clinical interpretation
The psychological meaning of repetition, attachment, dependency, role confusion, reinforcement, boundary erosion, and failures of crisis response.
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Protective redesign
Translating analysis into consent architecture, boundary protection, escalation pathways, human support, monitoring, and accountable review.
Alison Leigh, MFT · Founder, Humanity Driven AI, Inc.
Bring psychological-risk intelligence into the room.
Expert witness support, incident analysis, original AI risk reports, and framework application.