AI governance

Fall 2026 · 3,412 courses · 41,900 learners
Compliance completion 91.4% +3.1 pts vs. last term
Program outcomes mastered 73% median across 38 programs
WCAG 2.2 AA conformance 86% 412 courses with open issues
AI review coverage 94% of published AI blocks human-checked
AI spend · month to date $18.2k of $30k budget · tutor 61%, authoring 29%
Policy matrix · by program Course-level overrides allowed only where marked
ProgramDefault tutor modeAuthoring AIRetentionModel regionOverride
Graduate certificates (12)Hints · no Open on gradedOn · review required1 yearUSCourse
Undergraduate core (140)HintsOn · review required1 yearUSDept.
Nursing & clinical (9)Hints · Off on gradedOn · dept. review7 yearsUSNone
Workforce partners · EU (6)HintsOn · review required90 daysEU (GDPR)None
Corporate compliance (31)OpenTemplates only3 yearsUSNone
Integration health
SIS sync (Banner) · LTI 1.3 Advantage12 min ago
HRIS (Workday) · roles & paths1 h ago
xAPI → LRS · 2,140 statements queuedDelayed
SCORM / cmi5 imports · 38 this weekOK
SSO (SAML) · MCP agent endpointsOK
Accessibility · open issuesTitle II deadline Apr 26, 2027
Missing alt text (AI-generated images)1,204
Uncaptioned video212
Contrast below 4.5:196
Target size under 24 px (WCAG 2.2)31
Queue AI alt-text drafts for instructor approval →