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CityMinutes.ai

Launch coverage preview

See every rezoning, variance, and staff recommendation — weeks before the permit.

cityminutes.ai extracts structured data from every US planning commission and city council meeting across 3,142 counties, every week. Conditions of approval, community objections, hearing outcomes, staff recommendations — the four fields permit feeds can't carry.

Launch3,142 counties — target coverage map
3,142
counties in scope
50
states + DC
weekly
refresh cadence
4
wedge fields

Live record inspector

Packet to feed in one traceable record.
7-day SLA
Source PDFpage 42
Planning packet page with highlighted staff recommendation and conditions
Extracted wedge96% confidence
Staff recommendation
Approve with conditions
Community objections
28 opposing, school capacity
Hearing outcome
Continued to Apr 24
County feedweekly
  • Maricopa AZFresh

    Z-2026-041 / 312-unit multifamily rezone

  • Travis TXQA

    C14-2026-017 / Data-center CUP with 11 COAs

  • Tarrant TXLive

    ZC-25-0312 / $4,200/unit traffic condition

The 4-field wedge

The four fields both permit feeds and parcel tools miss.

Shovels, BuildZoom, and ConstructConnect read permits. Regrid reads parcels. None of them extract what actually happens inside a planning commission meeting. We do.

Built for four teams

The four teams that need to see it first.

Land Committee on Monday morning. Pre-con on a flat bid pipeline. Spec reps frozen out by permit stage. Underwriters reforecasting NOI after a competitor breaks ground next door. Every persona buys the same 4-field wedge for a different reason.

Pipeline

From agenda PDF to structured record in under 48 hours.

Four deterministic stages running every week against every Granicus, CivicPlus, CivicClerk, Legistar, Accela, and NovusAGENDA instance in the country — plus raw PDFs for the 400+ jurisdictions that don't run modern agenda software.

  1. Step 1

    Scan

    Weekly pull of agendas, packets, minutes, and staff reports from every Granicus, CivicPlus, CivicClerk, Legistar, Accela, and NovusAGENDA instance — plus raw PDFs.

  2. Step 2

    Extract

    LLM-assisted parsing pulls the 4 wedge fields plus case metadata — applicant, parcel ID, proposed zoning, acreage, unit count, FAR. Every extraction links back to its source page.

  3. Step 3

    Validate

    Double extraction (LLM + rules-based template) with human QA on disagreements (~11% of 4-field wedge records). Per-field accuracy targets: ≥97% on COA full text, ≥98% on outcomes.

  4. Step 4

    Deliver

    Launch review starts with county pages and a 3-county sample. CSV, API, warehouse, and CRM delivery are scoped during implementation so the public site only promises paths the team can actually support.

Nationwide coverage — not 48 states, not 85% of population.

3,142
counties
50
states + DC
weekly
refresh
4
wedge fields

Frequently asked questions

Six things every prospective buyer asks before they book a demo.

  • What does cityminutes.ai actually extract?

    Structured conditions of approval, community objections, hearing outcomes, and staff recommendations from every US planning commission, zoning board, and city council — 3,142 counties on a weekly cadence. Every record links back to the canonical source PDF with page number and last-updated timestamp.
  • How is this different from a permit feed like Shovels?

    Permit feeds read documents that arrive after a project has cleared planning and zoning. cityminutes reads the meeting packets that decide what the permit is allowed to look like — typically 8 to 24 months earlier. We are 4 fields no permit feed in the market currently extracts: conditions of approval, community objections, hearing outcomes, and staff recommendations.
  • How fresh is the data?

    Weekly refresh per county with a 7-day SLA. Most jurisdictions refresh within 24 hours of new agenda publication. Each dashboard shows a freshness badge — green within 7 days, yellow when in flight, red when stale.
  • Which counties are covered today?

    The launch site publishes five deep county previews across Maricopa AZ, Travis TX, Tarrant TX, Franklin OH, and Wake NC, with nationwide pages organized around the 3,142-county target coverage map. Current coverage and request paths live on /coverage.
  • How do I get the data into my workflow?

    Start with a county page, sample request, or demo review. For production customers, the team can scope CSV exports, API delivery, warehouse drops, and CRM workflows around the same wedge fields without claiming a self-serve integration is already live.
  • Who is this built for?

    Four B2B real estate personas: Land Acquisition (homebuilders, BTR REITs, PE land funds), Pre-Construction BD (commercial GCs $100M-$2B), Building Product Specification (architectural sales reps), and Real Estate Developers & Investors (commercial, multifamily, industrial, data center).

Get the feed

Start the feed.

Weekly rezonings, staff recommendations, and conditions of approval — from every planning commission in the country — in your inbox every Monday.