Public agencies face a different constraint set than commercial enterprises: records retention, FOIA exposure, procurement rules, and heightened expectations around fairness and transparency.
Map those constraints to concrete technical requirements early. Data residency, logging retention, and human review checkpoints are architecture decisions, not paperwork.
Aligning to the NIST AI Risk Management Framework gives agency stakeholders a shared vocabulary for risk, which shortens approval cycles dramatically.
Start with internal-facing workflows. Staff-assisting tools deliver measurable relief while the governance model matures ahead of any citizen-facing deployment.
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