PencilOut

Predevelopment command center · Milwaukee-first

The deal desk for the developer the big tools forgot.

Cited zoning answers, money-linked deadlines, and an honest proforma — from a city RFP to a credible proposal in one sitting. No analyst team required.

pencilout.app — Land Use
PencilOut — a cited zoning answer: every claim traceable to the city code and the developer's own uploaded documents

Every zoning answer is cited — and traceable to the source.

The wedge

Built for institutions. We built it for you.

The industry standard, Argus, runs $3,000–$5,000 a seat — six figures for a firm — and assumes you have an analyst team. But most of the housing that actually reshapes a neighborhood comes from small infill developers doing 8-to-40-unit projects, stuck doing predevelopment in PDFs and spreadsheets. PencilOut is the command center priced and designed for them — citation-defensible and deadline-aware in ways the incumbents aren’t.

What it does

Four questions, answered in one sitting

1

What can I build here?

Ask a zoning question in plain English. Every answer carries citations — traceable to the city code and to your own uploaded documents. An answer with no source is flagged, never invented.

2

What deadlines can cost me money?

Enter your anchor dates and PencilOut back-plans the money-linked deadlines — option periods, deposit hard dates, close — into a countdown so nothing expensive sneaks up on you.

3

Does it pencil?

Source-backed assumptions in low / base / high ranges and an honest feasibility verdict — including the one number most likely to sink the deal. It stops you chasing a bad deal.

4

How do I prove it?

Generate audience-targeted updates and a shareable project package, so you can hand a partner, a lender, or the city a credible, sourced summary.

The workflow

How it works

Full step-by-step guide →
  1. 1

    Anchor the site

    Search Milwaukee parcels by address or TAXKEY and assemble them into one project.

  2. 2

    Upload your documents

    Drop the RFP packet, design guidelines, or title work. PencilOut indexes them in seconds.

  3. 3

    Ask what you can build

    Get a cited zoning answer that pulls from the city code library and your own files.

  4. 4

    Track the money dates

    Set anchor dates; PencilOut builds the backward-planned, money-linked deadline checklist.

  5. 5

    See if it pencils

    Run the napkin or the feasibility verdict against source-backed assumptions.

  6. 6

    Share the package

    Generate a stakeholder update or a project package to hand to partners and the city.

One database doing four jobs

Built on a single Amazon Aurora PostgreSQL instance.

Relational data, pgvector for cited answers, PostGIS for 160,000 Milwaukee parcels, and fuzzy address search— with row-level security keeping every developer’s deals isolated inside the database. One query joins your project, your documents, and the city code, securely.

RelationalpgvectorPostGISpg_trgmRow-level security