Fictional example. Meridian State University is invented to demonstrate the framework. Use cases, decisions, and dates are illustrative only.
Context profile
Audience
Status
Teaching & learning

AI-drafted feedback on student writing

Approved

Instructors may use AI to draft formative feedback on submissions, provided the instructor reviews and owns every comment and the syllabus discloses the practice.

ServiceMeridian GPT
Data involvedInternal (coursework)
DecidedFeb 2026
Mapped to Teaching & Learning profile Service card
Teaching & learning

Study aids from course materials

Approved

Students may generate summaries, flashcards, and practice questions from their own notes and published class materials — subject to each course's AI policy.

ServiceNotebookLM, Meridian GPT
Data involvedPublic & own notes
DecidedJan 2026
Mapped to Teaching & Learning profile Service card
Teaching & learning

Automated grading of student work

Declined

Fully automated grading was declined: the Teaching & Learning profile requires a human grader of record. Requesters were routed to the approved feedback-drafting use case instead.

Service— (not applicable)
Data involvedInternal (coursework)
DecidedMar 2026
Declined under Teaching & Learning profile Why
Administration & operations

Ticket summarization & agent assist

Approved

Began as a registry request from IT Operations; approved, then graduated into a configured deployment with its own service and system cards.

ServiceIT Service Desk AI
Data involvedInternal (tickets)
DecidedNov 2025
Graduated to service + system card Deployment
Administration & operations

Drafting routine HR correspondence

Conditional

Permitted for routine, template-style correspondence only. Out of scope for employee-relations, disciplinary, or medical matters; inputs capped at Internal data.

ServiceMicrosoft 365 Copilot
Data involvedInternal (capped)
DecidedFeb 2026
Mapped to Administration profile Service card
Administration & operations

Meeting transcription & summaries

Under review

Proposed for committee and project meetings. Open questions on participant consent and records retention are with the governance committee.

ServiceMicrosoft 365 Copilot (proposed)
Data involvedInternal (meetings)
RequestedApr 2026
Under Administration profile review Track
Student engagement

Admissions inquiry triage & drafted replies

Approved

A high-risk request touching applicant PII: approved with added controls, then graduated into a deeply configured CRM deployment with risk evidence behind it.

ServiceAdmissions CRM AI
Data involvedConfidential (PII)
DecidedOct 2025
Graduated to system card + risk evidence Deployment
Student engagement

Advising FAQ chatbot

Under review

A proposed self-service chatbot for common advising questions. Escalation paths to human advisers and accuracy thresholds are still being defined.

ServiceMSU AI API Gateway (proposed)
Data involvedPublic & Internal
RequestedMay 2026
Under Student Engagement profile review Platform
Research

Literature screening for systematic reviews

Approved

Research teams may use AI to screen and rank published literature, with screening criteria and prompts documented in the study protocol.

ServiceMeridian GPT, AI API Gateway
Data involvedPublic (published work)
DecidedDec 2025
Mapped to Research profile Service card
Research

Analysis of identifiable health records

Conditional

Permitted only on the Secure Research AI Cluster, with an approved IRB protocol and data-use agreement per project. Never on general-purpose services.

ServiceSecure Research AI Cluster
Data involvedConfidential (regulated)
DecidedJan 2026
Per-project IRB + DUA required Environment
How this works

From request to record

Every entry follows the same path, so a decision made once doesn't have to be re-litigated tool by tool.

1 · Proposed

Anyone on campus can propose a use case through the request process. The registry records it even before a decision exists.

2 · Mapped to a profile

Each request is assessed against the relevant context profile — teaching and learning, research, administration, or student engagement.

3 · Decided & recorded

Approved, conditional, or declined — the decision, its conditions, and its date stay on the record. Declined entries remain visible so the reasoning isn't lost.

4 · Graduated

A use case that hardens into a configured deployment gets its own service or system card in the tool directory, with risk evidence behind it.