Compliance & Ethics

HIPAA-Compliant LLM Fine-Tuning: A Practical Guide for Healthcare Leaders

How to safely adapt large language models to PHI without breaking compliance

A step-by-step approach to fine-tuning LLMs on clinical data while staying aligned with HIPAA and your internal AI governance standards.

Published: December 10, 2025 • 7 min read

Why this matters

Many providers are experimenting with LLMs, but very few have a clear path to deploy them on PHI safely.

Key principles

  • Identify what data is PHI.
  • Apply de-identification and minimization.
  • Use HIPAA-eligible infrastructure.
  • Embed governance and monitoring from day one.

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