01Decision question
What must be in place before a public institution can responsibly scale AI across services?
02Executive answer
Scale should follow governance, data classification, procurement controls, workforce readiness, and a small portfolio of measurable use cases. Central policy without operational capability will not create safe adoption.
03Signals to examine
- Sovereign and residency requirements
- Procurement and vendor accountability
- Model and data governance
- Workforce capacity and service redesign
- Public transparency and appeal pathways
04Recommended next move
Create a readiness baseline, approve a governance pattern, select low-risk high-value pilots, and establish evidence requirements before procurement expands.