Governance Standards Library
These are reference standards. You do not need to read all of them. Start with what applies to your situation.
A reference library of technical standards and disclosure frameworks for AI and governance in IVF and surrogacy. These documents are structured for institutional use and citation. They are not regulatory instruments.
Risk
AI Transparency Standards v2026.1
Controlled vocabulary, validation requirements, human oversight rules.
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Legal
HIPAA and AI in Fertility Clinics
Covered entities, PHI triggers, audit controls.
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Risk
AI Agents and Human Oversight
Speed asymmetry problem and governance requirements.
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Legal
AI Consent Architecture 2026
Disclosure requirements and reference consent language.
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Governance
AI Governance Audit 2026
Taxonomy and checklist for AI use in IVF and surrogacy workflows.
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Risk
RAGS Audit Worksheet
Printable audit tool for clinic AI disclosures.
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Timeline
Revision Log
Version history for published standards.
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