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Government & public services.

Retrieve permitted policy records with cited sources. Authorized staff verify answers and retain public-service determinations.

Typically owned by: Policy knowledge steward

Delivered forCity of Phoenix, Maricopa County, Arizona Dept. of Economic Security

Where this gets stuck today

  • Mainframe-era systems. Decades-old platforms that procurement cycles make nearly impossible to rip and replace outright.
  • Public accountability standard. Every automated decision needs a trail that survives a records request or an audit — not a black box.
  • Constituent service backlogs. Benefits processing and permitting bottlenecked by manual case review with no capacity to scale.

Where a governed agent helps

  • Analyst reviews a benefits/permitting case against policy rules and precedent, proposes a determination with evidence attached.
  • A caseworker approves, revises, or overrides — every action logged to a record a records request can actually answer.