AI Governance for Healthcare and Life Sciences

The challenge

Healthcare and life sciences organizations handle some of the most sensitive personal data — patient records, diagnoses, treatment plans, genetic information. AI adoption requires governance that matches the sensitivity of the data.

• Patient data classified as special category under GDPR
• Medical documents contain dense PII that must not reach external providers unprotected
• Research workflows need AI assistance but compliance requires data protection
• Air-gapped or on-premise deployment may be required by institutional policy

How SAIG helps

• Local text extraction — extract text from medical PDFs, DOCX reports, and images locally using PaddleOCR before governance
• Special-category data handling — enhanced detection and policy for health-related personal data
• Air-gapped deployment — all PII detection runs locally using on-device NER and regex
• Sovereignty enforcement — ensure patient data only reaches providers in approved jurisdictions
• Signed audit trail — tamper-evident evidence of every AI interaction involving patient data
• Kill switch — immediately halt all AI operations if a data incident is detected

Deployment considerations

Healthcare institutions typically require on-premise or air-gapped deployment. SAIG runs entirely within your infrastructure — PII detection, policy evaluation, and audit recording all happen locally. No patient data leaves your network for governance purposes.

See on-premise deployment →

Example governance scenario

A researcher asks an AI assistant to summarize findings from a set of patient case files. The files contain patient names and diagnoses.

{
  "action": "ANONYMIZE",
  "risk": "HIGH",
  "rule": "THIRD_PARTY_PII_TO_EXTERNAL_PROVIDER",
  "intent": "research_analysis",
  "provider": "azure-openai-eu",
  "sovereignty_mode": "EU_ONLY",
  "pii_detected": ["PERSON", "ADDRESS"],
  "attachments_governed": 3,
  "audit_hash": "sha256:...",
  "signature": "ed25519:..."
}

Example governance receipt shape — not a real customer record.

Related resources

• GDPR PII Anonymization for LLMs
• On-Premise AI Gateway
• Data Sovereignty and LLM Routing
• Security and Sovereignty Controls

SAIG provides runtime controls, policy enforcement, audit evidence, and compliance-supporting workflows. It does not constitute legal advice, certification, or a guarantee of regulatory compliance.