The Campus AI Framework
AI is already on your campus, in classrooms, in vendor tools switched on by default, in uses no one signed off on. The exposure is yours either way: a student harmed, a privacy or FERPA misstep, a decision no one can explain to a board, an auditor, or the public. This is a shared way to get every campus and unit moving in one direction, with governance that holds up to scrutiny and still lets good ideas move fast.
One page, three ways in. Pick the seat that's yours; the other two stay a scroll away, because whoever forwards you this link may be reading it for a different reason than you are.
Presidents, provosts, CIOs, cabinets, boards. You don't have to run the tools, you have to know the stakes and back the right owner.
AI leads, planners, governance councils. Where this fits, what comes first, what's safe to defer, and how it scales from a single unit to a whole system.
Anyone vetting a tool, writing a policy, or adopting AI in a unit. The full depth is below, this is the first concrete step.
What this is
The Campus AI Framework is a higher-education-native operating model for AI strategy and governance: eight pillars that define what an institution must build, four application domains where AI is put to work, and the AI Strategic Compass for choosing and prioritizing initiatives. This site explains the framework and gives you working tools to apply it on your campus.
One system, four moves
Many tools, one motion. You learn the model, assess where you stand, act on what matters, and run it on a cadence, then loop. Here is how the major pieces relate, before you read a single page.
A shared starting point, built for higher education, ready to adapt to your campus
Everything here describes AI strategy and governance at the level of higher education as a sector: the shared pillars, domains, roles, and practices common across institutions. It is meant to build a common understanding and vocabulary, a starting point, not a rulebook.
Your institution has its own mission, policies, governance bodies, and local context. Always involve your own leadership, governance, privacy, and legal experts before acting on anything here. The Compass and assessment tools are conversation starters, not verdicts, and where this guidance and your local rules differ, your local rules govern.
Leadership brief, a one-page summary to share or printFour commitments underneath every pillar
The tools and pillars are the mechanics. These are the principles they exist to serve, the stance this framework takes before any score is calculated.
Academic freedom & shared governance
Decisions that touch teaching, learning, and academic integrity belong to faculty through shared governance. This framework informs that conversation; it does not override it.
Equity by design
Access, accessibility, and fairness are a design lens across every pillar (who is helped, who is left out, who is harmed) not a risk box checked once at the end.
Accountability & recourse
When an AI-assisted decision affects someone, a person remains answerable for it and there is a clear, usable way to ask why and to appeal.
Human judgment over automation
AI augments human decisions; it does not replace the people responsible for them. Higher-stakes uses get more human oversight, not less.
One framework, many roles
Campus AI is a team sport, no single office owns it. The same framework gives each role a different entry point and a shared vocabulary to meet in the middle. Find yourself below for a curated path.
Sponsor AI well, weigh value against risk, and decide what to back, without reading a manual.
- 1Open the brief
- 2Standards alignment
- 3Mission & Vision
Stand up the lightest governance that fits, prioritize initiatives, and run it on a cadence.
- 1Run it
- 2Governance Guide
- 3Structures & considerations
Set classroom and academic-integrity expectations, and shape principles through shared governance.
- 1Shared governance
- 2Policies & Guidelines
- 3AI Principles
Vet tools, classify data, and document systems so AI is deployed safely and transparently.
- 1AI Registry & Docs
- 2Tool Evaluation Matrix
- 3Governance & Risk
Bring an idea, see how it's evaluated, and understand the path it follows on a real campus.
- 1Use cases
- 2Strategic Compass
- 3Resources
Get oriented from first principles before going deep, concepts first, jargon explained.
- 1Framework Overview
- 2Start with Pillar 1
- 3Glossary
Driven by possibility, grounded in practice
It begins with a question: what would AI look like on a campus that got it right, complete, mature, and genuinely in service of the mission? The framework describes that fully-realized state, so institutions have something concrete to aim at, not just risks to avoid.
But this is not a concept paper or a theory. It's a working playbook, rooted in the framework and shaped by the day-to-day realities of governance, procurement, shared governance, and risk in real institutions, written to be used on Monday, not admired from a distance.
The eight pillars
View the full frameworkCampus Mission & Vision
Align AI to institutional purpose and strategy.
AI Principles
Establish responsible AI values and decision norms.
AI Policies & Guidelines
Translate principles into operating rules and guidance.
Governance, Risk, Compliance & Data Governance
Build oversight, accountability, legal, privacy, and data structures.
Framework at a glance
View the overview
Grounded in recognized standards
What you can produce
- A draft AI vision & principles statement
- A governance & data-governance maturity profile
- A readiness assessment and roles matrix
- A Strategic Compass scorecard & phased roadmap
Every institution is different, its mission, context, risk tolerance, governance, culture, resources, and constraints. This framework and the resources here are a guide, not a definitive path. Treat them as a considered starting point and apply them as your own judgment and circumstances require; there are many nuances no general resource can fully capture or accommodate. Where this guidance and your institution's context, expertise, or rules differ, yours govern. It is offered in that spirit, proposed by one practitioner, sharpened by the community, and still taking shape.
Free to use, share, and adapt at your institution
This framework and site are licensed under Creative Commons Attribution-NonCommercial-ShareAlike 4.0 (CC BY-NC-SA 4.0). You may copy, adapt, and build on it for non-commercial purposes (including for your own campus, in policy documents, and in presentations) provided you give appropriate credit and share your adaptations under the same license.
Sabado, J. (2026). Campus AI Framework: A Practitioner's Playbook for AI Strategy & Governance in Higher Education. Licensed under CC BY-NC-SA 4.0.