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ZoningMiami

AI zoning intelligence for Miami-Dade CRE.

A Miami-Dade commercial real estate intelligence platform combining an AI zoning assistant, interactive overlay maps, and comparable-sales analytics in one workspace.

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The Challenge

The problem in the market

Miami's zoning system — Miami 21, plus dozens of overlay districts, special area plans, and municipal codes across Miami-Dade — is one of the densest regulatory landscapes in U.S. real estate. The information that determines whether a deal pencils is scattered across municipal portals, PDFs, GIS viewers, and code documents. Brokers, investors, and developers routinely spend hours per parcel manually cross-referencing zoning designations, FLU categories, overlay rules, height limits, and FAR — and still miss things. There was no single workspace where you could ask a real-estate-aware question about a Miami parcel and get a defensible answer in seconds.

Our Approach

How we designed and built it

We approached ZoningMiami as a domain-specific intelligence system, not a chatbot. The foundation is a structured Miami-Dade parcel dataset (584,000+ parcels) joined to zoning, overlay, and land-use layers, plus an ingest pipeline that turns the underlying code documents into a retrieval-ready knowledge base. On top of that sits an LLM layer tuned for zoning-style reasoning, with retrieval scoped to the relevant jurisdiction and parcel context so answers cite the right code section rather than hallucinating. We paired the AI with an interactive map UI so users can see overlays, zoning, and comparable sales visually, and we built a comp-sales analytics layer for transaction-level market context — all behind a single workspace.

What We Built

Key features and capabilities

AI Zoning Assistant

Ask plain-English questions about a parcel — allowable uses, height, FAR, setbacks, overlay implications — and get answers grounded in the actual Miami-Dade and municipal codes.

Interactive Overlay Maps

Visualize zoning, FLU, Miami 21 transects, and special overlay districts directly on a Miami-Dade parcel map with click-through detail.

Comparable Sales Analytics

Surface relevant comps with filters tuned for CRE — by use, submarket, and parcel characteristics — to support underwriting and pricing.

Unified Parcel Workspace

Everything a broker or investor needs to evaluate a Miami-Dade site — zoning, mapping, and comps — in one place instead of seven tabs.

The Result

What it does for its users

ZoningMiami compresses what was a multi-hour, multi-tool zoning analysis into a single workspace where a user can land on a parcel, understand what's allowed, see how it sits in the market, and move to a decision in minutes — with the underlying code references right there to back it up.

We can build a custom AI system like this for your business.

The same team and process that built ZoningMiami designs and ships custom AI products, platforms, and automation systems for real estate operators. Tell us what you'd build — we'll show you how.