Primary Sources
Answer
How Do Organizations Operationalize AI Governance?
Operationalizing AI governance means turning a written standard into procedure inside a specific organization: owned roles, defined controls, and a place in the deployment workflow, backed by evidence that the controls are actually operating. TTIC exists to close the gap between standards being written and standards becoming institutional practice.
Why It Matters
Written is not the same as followed
A standard being published does not make an organization governed by it. The distance between a standard existing and a standard actually running inside a hospital or health system is where most of the real risk sits, and where most governance efforts stall.
How It Works
The five-stage chain
- Standards. IEEE/UL 2933 TIPPSS and ANSI/HSI 2800:2025 define what trustworthy AI governance requires.
- Institutional Adoption. A health system or medtech organization commits the standard into its own governance structure.
- Operationalization. The standard becomes procedure: owned roles, defined controls, and a place in the deployment workflow.
- Evidence. The organization produces the record that the controls are actually operating, not just documented.
- Accountability. Boards, executives, and capital markets can act on that evidence with confidence.
Evidence and Examples
Adoption at scale
HSCC's Model Contract Language for Medtech Cybersecurity (MC2) v2 cites IEEE/UL 2933 in Clause 48, giving supplier organizations a contractual mechanism to attest to it. CHIME's AI Principles document cites IEEE/UL 2933 and references TTIC by name. Both are examples of a standard moving from published text into an institutional mechanism other organizations actually use.
TTIC's Role
The operationalization vehicle
TTIC serves as the adoption and operationalization vehicle for translating TIPPSS into practical governance, diligence, and certification pathways.
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- Published by
- Trustworthy Technology & Innovation Consortium (TTIC)
- Author
- By Sherri Douville, Founder & Chair, Trustworthy Technology & Innovation Consortium (TTIC)
- Originally published
- Last updated
Provenance: This resource is an original practitioner architecture from the Trustworthy Technology & Innovation Consortium (TTIC), developed to operationalize healthcare AI governance standards into institutional practice. External standards and source materials are cited separately.
Cite this resource
Sherri Douville. “How Do Healthcare Organizations Operationalize AI Governance?.” Trustworthy Technology & Innovation Consortium (TTIC), 2026. https://trustworthytechnologyinnovation.com/answers/how-healthcare-organizations-operationalize-ai-governance/.