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Conflation Labs

AI assistant for municipal zoning and city planning that answers questions about zoning codes, permitted uses, FAR, setbacks, parking, and overlay districts in plain English, with map-based visual outputs and citations to the relevant code sections. Deployed as an AI copilot for planning departments and public-facing counter staff. Relevant for CRE developers and investors who need fast zoning due diligence on specific parcels, though currently sold to municipalities rather than private sector users.

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When to use it

Use when a CRE developer or acquisitions team needs to quickly assess what can be built on a parcel, permitted uses, dimensional standards, overlay districts, without waiting days for a land use attorney to respond. Because Conflation is currently deployed at the municipal level, the tool directly benefits CRE users who submit questions to participating cities' planning counters. Private-sector deployment is not yet available.

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