Executive Summary
 
AI can analyze patterns at scale, but it must operate within defined boundaries. This whitepaper explains the Human-in-the-Loop model governing SkinDoctor.ai—ensuring AI augments, not replaces, clinical judgment.
 
What AI Does

• Pattern recognition

• Risk flagging

• Protocol alignment

• Product compatibility analysis
   

What AI Does Not Do

• Diagnose disease

• Prescribe treatment

• Replace medical evaluation
   

Why Human Oversight Matters
Skin health exists on a biological continuum. Human expertise defines ethical limits, escalation thresholds, and contextual judgment.
 
All SkinDoctor.ai logic is constrained by dermatologist-defined rules authored by Dr. Iryna Lazuk.
 
Governance Principles

• Non-diagnostic positioning

• Conservative escalation bias

• Transparency of limitations

• Safety-first protocol logic
   

Key Takeaway
AI analyzes. Humans decide. Responsibility remains clinical.