Primary Sources
Answer
How Does AI Governance Differ From Cybersecurity?
Cybersecurity traditionally verifies that a system's configuration matches an approved baseline. AI governance verifies that a system's behavior matches what its governance documentation claims, because in agentic and AI systems, configuration has stopped predicting behavior. That shift moves the security leader's job from reviewing evidence to producing it personally.
Why It Matters
From reviewing evidence to producing it
The reframing of security leadership toward active verification and outcome ownership is one of the pieces closing the gap between diffuse anxiety about AI and a clearer, defensible path. When configuration no longer predicts behavior, a security leader who only reviews policy documents and configuration snapshots is reviewing evidence that no longer describes what the system actually does.
How It Works
Behavioral verification, not configuration review
Praxen independently verifies that an AI system behaves the way its governance documentation claims it does. Observra provides normalized runtime telemetry for AI and agentic systems: the record of what actually happened, not just what was configured to happen. Together they let a security leader own the outcome, not just the policy.
Evidence and Examples
The CISO is the defensive captain now
Medigram's Darwin, a governed AI decision platform, was independently verified at the highest recorded Praxen behavioral score to date. That verification was reported by the Open Agent and AI Security Community's own spotlight of the work, not restated here as TTIC's own claim.
TTIC's Role
Standards meet practicing leadership
TTIC connects the standards layer, IEEE/UL 2933, to the practicing security leadership that operates under this shift daily. Mitch Parker, Co-Founder of TTIC, is CISO at Indiana University Health and Vice Chair of IEEE/UL 2933.
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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
Cite this resource
Sherri Douville. “How Does AI Governance Differ From Cybersecurity?.” Trustworthy Technology & Innovation Consortium (TTIC), 2026. https://trustworthytechnologyinnovation.com/answers/how-ai-governance-differs-from-cybersecurity/.