Research · Public Essays & Commentary

Public Essays & Commentary.

Alison Leigh — Public Essays & Commentary

Essays

Ideas that move the field forward.

Full-length essays by Alison Leigh on psychological risk, leadership, consent, governance, and the human consequences of conversational AI.

Alison Leigh of Humanity Driven AI — The CEO's Guide to Ethical AI

Leadership

The CEO's Guide to Ethical AI

Five reasons ethical AI makes CEOs better leaders — and where ALI_ETHICAL_CONSENT™ fits in the human layer most AI ethics conversations still miss.

Alison Leigh of Humanity Driven AI — What Makes Us Human

Clinical Psychology

What Makes Us Human

After 30 years with people at their most vulnerable, I saw a category of AI harm no existing framework addresses. ALI_ETHICAL_CONSENT™ was built for it.

Alison Leigh of Humanity Driven AI — workplace AI risk and employee judgment

Enterprise

What About Mary?

Enterprises track AI output. They do not track what the interaction is doing to the employee inside it. That gap is where ALI_ETHICAL_CONSENT™ operates.

Alison Leigh of Humanity Driven AI — clinical expertise and AI psychological risk

AI Chatbot Harm

AI Needs a Clinical Conscience. A Licensed Clinical Psychotherapist Invented One.

A Licensed Clinical Psychotherapist's analysis of the Raine v. OpenAI case — and why conversational AI needs a protective structure when a person in crisis turns to it.

Alison Leigh of Humanity Driven AI — The Psychological Risk Gap in Corporate AI Implementation

Enterprise

Tokenmaxxing Doesn’t Equal Success: The Psychological Risk Is the Missing Metric

Employees are navigating AI adoption in ways organizations rarely measure, creating a gap that can affect engagement, trust, and even legal exposure.

Alison Leigh of Humanity Driven AI speaking on The Future of AI Is Human

Humanity Driven AI

The Future of AI Is Human

I did a talk yesterday that emphasized this very concept. It was simply about remaining human in this era.

Alison Leigh of Humanity Driven AI — Don’t Use Chatbots as Therapist

Ethical AI

Don’t Use Chatbots as Therapist

This is self explanatory: Advise your friends and family because there are real consequences being demonstrated daily. Hire an expert.

Alison Leigh of HDAI — Psychological Risk Assessment for Conversational AI

AI Psychological Safety

Psychological Risk in Conversational AI: A New Standard of Safety

The next standard of AI safety has to include the person inside the interaction. That is the missing category HDAI exists to define.

Frameworks

Selected concept papers.

Concept

What Makes Us Human — Psychological Attunement as a Design Principle

Introduces psychological attunement as the missing design primitive in consumer AI, and the harms that follow when systems simulate attunement without meeting its Clinical requirements.

Concept

The CEO’s Guide to Ethical AI

A leadership-level framework for enterprises deploying conversational AI — how to identify psychological risk before it becomes the case.

Retain Alison

Retain the Clinical record your case requires.

Available on a limited basis for plaintiff and defense counsel in AI psychological harm litigation, and for enterprises seeking pre-deployment Clinical review.