For leadership · The case

Why AI governance, and why now

Every consequential thing AI now touches — who we admit, how we advise, what we automate, what we tell accreditors — runs on systems few people fully govern. This is the two-minute case for a president, provost, CFO, or CIO who needs the why.

The cost of doing nothing

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What governance delivers

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What we ask leadership for
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Why now

Generative and agentic AI are entering every function at once — while accreditors and regulators move in.

Governance is far cheaper to build deliberately now than to retrofit after an incident, a failed audit, or an AI misstep. The cost of waiting compounds.

The Nine AI Governance Domains for Higher Education · Version 1.0, March 2026
General guidance — not legal advice. Confirm applicability with your own counsel, privacy office, and leadership; your institution’s local rules govern.
Part of the Campus AI Framework · Pillar 4
Joe Sabado · CampusAIExchange.com
Licensed CC BY-NC-SA 4.0 · Developed with AI assistance