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Big Cities Health Coalition AI Use Case Catalog
Types of AI

Rules-based (no ML)

Deterministic logic — shared here for comparison.

1 use caseRefine this one in use cases →

Use cases tagged Rules-based (no ML)

  • Backlog dashboard with open and past-due totals and bar charts of past-due inspections by district and by inspection type.
    Internal tool

    Stage: In productionOrganization: Baytown Metro Health District

    Inspection backlog dashboard built with an AI coding assistant

    Result in one line: Built in three weeks against a four-month estimate; replaced four hand-merged spreadsheets

    A nightly operations dashboard for environmental health backlogs, built in three weeks by one developer working with an AI coding assistant.

    • IT & operations
    • Environmental health
    • 1 more area of work
    Skills needed to set it up: Developer Readiness: Needs customization Data it touches: Internal, non-public data Who sees the output: Internal staff