Continuously pull planning + zoning artifacts: staff packets, minutes, ordinances, map amendments, comp plans, overlays, corridor plans, subdivision filings, and key infrastructure/utility records.

Extract structured fields and entities from unstructured PDFs: requested zoning, future land use, conditions, decision path, vote outcomes, staff recommendation, and precedent references.

Train models on historical rezoning outcomes to learn early predictors of approval, timing, and opposition.

Generate parcel-level upzoning probability, time-to-change distributions, and a decomposable evidence trail.

Surface a rezoning pipeline: ranked parcels + corridors, saved searches, watchlists, and threshold alerts.