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Example Everything on this site is sample data — one of the configurations this template ships with, built from the same repository.

Example: AI use case catalog
Civic AI Community of Practice AI Use Case Catalog
Stage

Pilot

In limited use with real users while it is evaluated.

3 use casesRefine these 3 in use cases →

Use cases tagged Pilot

  • Theme report listing comment themes with counts, share of total, a representative quotation and a link to every comment assigned to that theme.
    Source code

    Stage: PilotOrganization: Mid-sized city — Planning department

    Theme analysis of public comment

    Result in one line: 4,100 comments on a draft zoning update summarized in two days instead of six weeks

    An open-source notebook that groups the comments received on a plan or rule into themes, counts them, and links every theme back to the comments it came from so a reader can check it.

    • Policy & planning
    • Data & informatics
    • 1 more area of work
    Skills needed to set it up: Analyst or data scientist Readiness: Guided setup Readiness: Needs customization3 more
  • Clause summary table listing indemnification, data ownership and other clauses with page references, plain-language summaries and comparison flags.
    Vendor product

    Stage: PilotOrganization: State agency — Procurement division

    Clause summaries for procurement review

    Result in one line: Cut first-pass contract review from five business days to one

    A licensed product that extracts clauses from scanned vendor agreements, summarizes them in plain language, and flags where they differ from our standard terms or are missing entirely.

    • Finance, procurement & contracts
    • Legal & compliance
    Skills needed to set it up: Contractor or vendor Readiness: Needs a paid license Readiness: Needs a data agreement3 more
  • Redaction review screen listing proposed redactions with the exemption claimed, a confidence indicator and accept or reject controls for the analyst.
    Internal tool

    Stage: PilotOrganization: County government — Records & open government office

    Redaction assist for public records requests

    Result in one line: First-pass review of a 500-page response went from about 14 hours to 4

    Proposes redactions on documents responsive to a public records request, with every proposal tied to the exemption it claims and reviewed by a records analyst before release.

    • Legal & compliance
    • Data & informatics
    • 1 more area of work
    Skills needed to set it up: Developer Readiness: Needs customization Readiness: Needs a data agreement4 more