AI Governance in Higher Education

Governance gaps persist across assessment integrity, procurement, tool inventories and accountability as AI becomes embedded in university workflows. Calls to treat assurance as adoption infrastructure, alongside concern about vendors linking AI tools, credentials, student outreach and employers, reinforce the need for institutional autonomy, scoped authority, human escalation, auditability and revocation.