ALI Ethical Consent Framework™
Founded by Alison Leigh
Clinical Psychologist
hdai.org
About HDAI
The Inventor Behind
the Standard.
HDAI was founded by a clinical psychologist who spent thirty years in rooms where humans are at their most vulnerable — and who recognized, with precision, what was missing when AI entered those same rooms.
Founder & Chief Ethics Architect
PhD
Clinical Psychologist · AI Ethics Researcher
Founder, Humanity Driven AI, Inc.
Alison Leigh, PhD is the Founder and Chief Ethics Architect of Humanity Driven AI, Inc., and the creator of the ALI_Ethical_Consent™ framework — a first-of-its-kind consent-governance architecture designed to protect emotional, relational, and psychological boundaries in human–AI interactions.
Her work sits at the intersection of psychology, ethics, artificial intelligence, and human behavior, grounded in a 30-year clinical career focused on how people think, feel, respond, and relate in sensitive, high-stakes environments.
She arrived at this from the people AI was talking to.
Alison Leigh spent thirty years as a clinical psychologist practicing in the spaces where humans share what they share with no one else. Every conversation she had as a clinician operated within a system of ethical architecture refined over centuries — informed consent, the duty of care, relational boundaries, the principle of do no harm.
When conversational AI began entering those same intimate spaces at scale, she saw immediately what was missing. Mental health chatbots. Companion AI. Healthcare assistants. Each one entering the psychological interior of human beings without a single corresponding ethical guardrail.
The insight was clinical, not theoretical. She had spent a career understanding what it means to be entrusted with another person's inner world — and she understood exactly what obligations that trust creates. AI was receiving that same trust without any of the architecture that makes it safe.
In 2022, Alison Leigh built it. Drawing on her clinical training, her understanding of informed consent, and her knowledge of how psychological safety is structurally maintained in therapeutic relationships, she developed the ALI Ethical Consent Framework — the first clinically grounded ethical consent architecture designed specifically for AI systems.
HDAI was founded to bring that framework to the organizations that need it — enterprises, government agencies, and AI companies deploying conversational AI in contexts where the stakes are highest.
Why She Built HDAI
As AI began shaping decisions, emotions, relationships, and daily life, Alison saw a structural failure that went beyond bias or misinformation: emotionally responsive systems were entering high-stakes human territory without the protections that make those interactions safe. AI could mimic empathy without understanding boundaries. Systems could respond to emotional content without evaluating relational risk. Companies were deploying AI into domains where human psychology was not an optional consideration — it was the core of safety.
While the industry prioritized performance, accuracy, and speed, Alison's work kept pointing to the same problem: the human impact was being treated as secondary. With a 30-year clinical background, her first priority was protecting people in emotionally high-stakes interactions where vulnerability, attachment, shame, trauma, and dependence can shape behavior quickly. Safety cannot be left to disclaimers or user self-management — it requires structure. When she looked for operational guardrails inside existing AI systems, she found they were largely missing.
With thirty years of clinical practice, Alison Leigh brings a depth of human understanding to AI ethics that is genuinely rare. Her work is grounded in direct, sustained engagement with people in their most vulnerable psychological states — an experience that gives her framework an authority no purely technical approach can replicate.
She is the sole inventor of the ALI Ethical Consent Framework, the founder of Humanity Driven AI, and one of the few voices in AI ethics whose credentials span both the clinical and the technological.
- AI Ethicist
- Inventor, ALI Ethical Consent Framework™
- Clinical Psychologist
- Marriage and Family Therapist
- Thought Leader in AI Ethics
- Founder, Humanity Driven AI, Inc.
- Author, White Paper on Ethical Consent in AI
- 30+ Years Clinical Practice
To name the gap — and close it.
HDAI was founded on a single, precise observation: that AI systems entering the most sensitive human contexts are doing so without the ethical architecture that any clinician, counselor, or caregiver would be required to operate within. The framework that governs clinical psychology — informed consent, duty of care, relational boundaries, psychological safety — has no equivalent in AI. HDAI exists to build that equivalent and deploy it.
The organization works with enterprise companies, government agencies, and AI developers to implement the ALI Ethical Consent Framework as a structural safety layer — embedded in the system, not bolted on afterward. The goal is an AI ecosystem where the ethical standard is architectural, measurable, and enforceable.
HDAI does not offer an opinion on how AI should behave. It offers a framework — built from clinical evidence, protected by intellectual property, and available to the organizations ready to lead.
The foundational principle of clinical ethics applies with equal force to AI. Every system entering a human psychological space carries the obligation to protect the person inside it. HDAI operationalizes that obligation as architecture.
A person has the right to know what they are interacting with, what it can and cannot do, and how the interaction may affect them. This is a clinical standard with centuries of evidence behind it. AI has no excuse for ignoring it.
Ethics written in a policy document do nothing. Ethics embedded in the architecture of a system are enforceable, auditable, and real. HDAI builds the latter — because the people interacting with AI deserve more than aspirational language.
The framework is built.
Let us show you what it does.
HDAI works with qualified organizations to assess, deploy, and integrate the ALI Ethical Consent Framework. The full framework is available under NDA. White paper and conceptual paper are available upon request.