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Putting it into practice
In short: every use follows the same steps. The stakes and scale set how much evidence you need.
Keep the approach modular so units and teams can adopt pieces without waiting for a full campus system.
Before broad institutionalization, test the framework against contrasting use cases. The use case inventory has 500 of them, each evaluated the same way.
Supporting artifacts
Standard use-case registration template
Show-and-tell template, with examples →
Metric dictionary
Baseline and evaluation protocol
Decision thresholds tailored to risk
Lightweight dashboard: cost, use, quality, outcomes, equity, unresolved risks
Worked examples
Six contrasting use cases, each taken from hypothesis to decision. Figures are illustrative. For 500 more, search the use case inventory.
Case study 1 · ProductivityStaff meeting summaries with an AI assistantTeamContinue
Case study 2 · Administrative workflowFinancial aid document reviewUnitImprove
Case study 3 · Student-facingFirst-year advising assistantInstitutionRestrict or pause
Case study 4 · ResearchAI-assisted literature screeningTeamExpand
Case study 5 · Campus-wide platformCampus-wide multi-model AI platformInstitutionContinue
Case study 6 · Individual developerApplication developer using an AI coding assistantIndividualContinue with conditions