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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
Portable to other platforms

Yes — platform-agnostic

Runs on any comparable stack with configuration changes only.

4 use casesRefine these 4 in use cases →

Use cases tagged Yes — platform-agnostic

  • 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

    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
  • Side-by-side view of an original water shutoff notice and its plain-language rewrite, with the pre-publication review checklist beneath.
    Featured Prompt library

    Plain-language and multilingual service notices

    Result in one line: Median reading level of published notices fell from grade 14 to grade 7

    A prompt kit and review checklist staff use to rewrite public service notices at a seventh-grade reading level and prepare them for translation, without changing what the notice requires.

    • Communications & outreach
    • Emergency preparedness
    • 1 more area of work
    Skills needed to set it up: Anyone on staff Readiness: Ready to deploy Readiness: Human review built in2 more
  • Redaction review screen listing proposed redactions with the exemption claimed, a confidence indicator and accept or reject controls for the analyst.
    Internal tool

    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
  • Published meeting summary page listing agenda items with a short plain-language description, the vote outcome and a link to the timestamp in the recording.
    Featured Cloud deployment

    Council meeting summaries from the recording

    Result in one line: Summary published the morning after the meeting instead of three weeks later

    Turns the recording of a public council or board meeting into a plain-language summary of what was discussed and decided, published alongside the official minutes.

    • Communications & outreach
    • Leadership & administration
    • 1 more area of work
    Skills needed to set it up: Analyst or data scientist Readiness: Needs customization Readiness: Human review built in2 more