Most campuses didn't adopt AI through one decision, tools arrived through procurement, vendor suites, and features switched on inside existing systems. The framework gives that sprawl a shared structure: eight pillars for what to build, and a Compass for what to pursue and at what scrutiny, faster, more defensible, mission-anchored decisions.
The model, eight pillars & the Compass
Decision engine
AI Strategic Compass
Turns a scattered list of AI ideas into a prioritized, governed portfolio, scoring each on five dimensions and right-sizing review to risk.
ScreenScoreSelectPlanTrackReflect
Start light, an evidence-building rollout
Month 1–2
Ground
Host one mission-and-AI conversation; run a lightweight readiness self-assessment.
Month 2–4
Pilot
Form a small cross-functional group; run 1–2 visible initiatives through the Compass and document them.
Month 4–6+
Expand
Adapt only the most urgent policies; launch a community of practice; set maturity targets and reassess annually.
Common barriers, and how through them
Resource constraints
Fold into an existing committee; start with one conversation; phase to 2–3 urgent pillars.
Faculty skepticism
Lead with mission and faculty voice; make the Compass opt-in; name visible champions.
“We're already fine”
Make hidden costs visible; connect to accreditation and student success; start with a win.
“Governance slows us”
Compass as enabler; tiered pathways; decisions within two weeks for routine uses.
Sustaining momentum
Track leading indicators; build in the Reflect step; embed in budget & intake processes.
The honest truth
Success comes from honest conversations and small disciplined experiments, not the biggest budget.