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# Public-sector AI needed an evidence trail
- URL: https://enteruaf.com/public-sector-ai-needed-an-evidence-trail/
- Published: 2025-06-15T12:00:00.000Z
- Updated: 2026-09-23T04:15:57.000Z
- Author: UAF Editorial
- Tags: Policy, Society

Public institutions cannot treat agent deployment as a private experiment. Decisions affect people who may not be able to switch providers, inspect a model or appeal an automated outcome.

Procurement therefore needs an evidence trail: purpose, authority, data, testing, human review and remedy. The public sector does not need perfect systems before it experiments. It does need systems whose limits can be explained to the people governed by them.