The Ethical Crossroads of AI in Therapy
AI promises efficiency for documentation, organization, and clinical workflow. Yet therapy is inherently human. The quality of care is built on trust, empathy, and genuine relational connection.
This raises a critical question:
How much of the therapeutic process can responsibly be automated—without compromising the integrity of the work?
Human + AI Balance
A calm, deliberate partnership: AI augments memory‑intensive tasks while therapists maintain relational and ethical leadership.
The First Wave of AI Tools Missed the Mark
Most “AI‑powered note‑taking tools” rely on full session transcripts, outsourcing core clinical responsibilities to automated systems.
What we call HOTL (Human‑On‑The‑Loop) means the AI performs most of the processing first, while the clinician supervises and reviews long outputs after the fact—different from HITL (Human‑In‑The‑Loop), where the therapist directs the process and approves concise, supportive outputs.
- Undermines therapist autonomy
- Introduces transcription errors into the clinical record
- Forces clinicians to relax privacy standards
- Moves therapeutic judgment out of human hands
A Typical HOTL Workflow
Audio → transcript → AI generates text → clinician reviews long output.
Result: clinicians are left reviewing long transcripts, correcting AI outputs, and managing new ethical risks—rather than reducing workload.
Two Approaches: Human‑In‑The‑Loop vs. Human‑On‑The‑Loop
Human‑In‑The‑Loop (HITL): Responsible AI
A collaborative framework where AI assists with lower‑order cognitive tasks while the therapist retains full control of clinical judgment.
Therapist’s Role
- Maintain a private, trust‑centered environment
- Decide which data the AI should analyze
- Execute interventions and relational work
- Guide treatment direction
- Evaluate AI outputs as supportive—not determinative
AI’s Role
- Identify trends and patterns from therapist‑selected inputs
- Convert lay language into clinically precise phrasing
- Provide recommendations aligned with the treatment plan
- Leave all authoritative decisions to the clinician
Human‑On‑The‑Loop (HOTL): Automation First
A supervisory framework in which AI handles most of the therapeutic processing, often interpreting full text transcripts with minimal clinician involvement.
Therapist’s Role
- Maintain the AI system and ensure sessions can be captured
- Review long transcripts for accuracy
- Audit AI‑generated clinical documentation
AI’s Role
- Transcribe audio (with inevitable error margins)
- Interpret text and draw therapeutic conclusions
- Generate documentation largely independent of the therapist
- Pass completed notes back to the clinician
Why HITL Makes Sense for Mental Health
Therapeutic work relies on empathy, nuance, and the safety of a confidential human relationship. A HITL model keeps therapists in charge while allowing AI to offload repetitive, memory‑intensive tasks.
- Client autonomy
- Therapist decision‑making
- The therapeutic alliance
- Privacy and ethical rigor
Our Commitment to Ethical, Privacy‑First AI
PepperChat is built to strengthen—not replace—the therapeutic relationship.
- No client information is ever shared or sold
- We sign BAAs with all AI vendors
- No client data is used to train AI models
- All information is encrypted and stored securely
- AI only analyzes data the therapist explicitly provides
Trust badges
Our mission is to merge world‑class engineering with evidence‑driven clinical practice—without compromising the human connection at the heart of care.


