Alison Leigh, PhD, MFT
Chief Ethics Architect
ALI_ETHICAL_CONSENT™
HDAI — Humanity Driven AI
Protecting the Human in AI Conversations
Expert Witness
Clinical Analysis
Behavioral Forensics

Humanity Driven AI

The ClinicalAuthority onAI PsychologicalSafety.

Clinically grounded expertise in psychological risk across AI conversations—from enterprise prevention through expert-witness evaluation and litigation.

Alison Leigh, MFT — Founder of Humanity Driven AI
30 YearsClinical practice
32,000Clients · diagnostic depth
Stanford · NIHResearch training & grant experience
Patent PendingALI_ETHICAL_CONSENT™

For High-Stakes Decisions, We Work With

Law Firms

Clinical and behavioral analysis for litigation, case strategy, discovery, incident review, and expert support.

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AI Companies

Psychological risk assessment, product review, safeguard analysis, governance, and pre-deployment decision support.

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Insurers and Investors

Risk intelligence, due diligence, exposure analysis, and review of psychologically consequential AI products.

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Regulators and Institutions

Clinical and behavioral expertise supporting policy, oversight, standards, procurement, and public-interest analysis.

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The problem

Companies are deploying relational systems before they have psychological safeguards.

AI conversations now happen inside the most private moments of users’ lives. When psychological risk is missed, the consequences are real—and preventable.

Original research

Psychological Risk in Conversational AI

Incident analysis

Interaction Evidence & Case Reconstruction

Clinical standard

ALI_ETHICAL_CONSENT™

Research that leads. Evidence that holds up.

A defensible, written record of psychological risk.

HDAI’s research and analysis inform legal strategy, product governance, and policy—grounded in 30+ years of clinical practice and original research.

17Original Research Papers
4,500+Hours Conducting AI Research
OneClinical Standard
Explore Research & Analysis

Research & Analysis

See the thinking behind the work.

Featured research

AI Safety Is Looking Everywhere Except at the Human Mind

Original clinical-ethical analysis connecting real-world interaction patterns to psychologically informed safeguards, governance, and standards of care.

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Case analysis

Incident Case Analysis

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