Summary
Institutions need practical capacity systems when AI literacy becomes both an educational priority and a governance obligation for staff, learners, volunteers, and AI-supported services.
Key evidence signals
- The EU AI Act makes role-based AI literacy an operational governance issue for providers and deployers.
- Institutional capacity depends on use-case inventories, role-based literacy, human oversight, evidence records, and refresh cycles.
- AAB resource and initiative records can help institutions identify candidate capacity-building inputs.
Recommendations
- Start with a use-case and role inventory before assigning training.
- Write separate AI literacy outcomes for educators, administrators, learners, volunteers, and vendor-facing staff.
- Retain an evidence record that documents what training occurred, for whom, and under what conditions.