Industry solution · 5 vector + 3 raster workflows

GeoPilot for Real Estate

Parcel scoring, market heat maps, and demographic trade-area analysis.

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Real Estate

The challenge

Developers, investors, and proptech teams make billion-dollar location decisions on parcel data, demographics, and zoning — most of which is pure vector analysis. Imagery-based building footprints and 3D massing move to desktop.

Web · vector workflows

Run these in plain English

Drop your shapefiles, GeoJSON, or GeoPackage into the workspace and ask. No install, free forever tier, results in seconds.

1

Location Intelligence Scoring

Score parcels by walkability, transit access, and proximity to amenities or employment centers.

Score every parcel by walkability, transit access, and distance to top employers

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2

Market Heat Maps

Visualize transaction prices, rental yields, and volumes as choropleth or heatmap layers.

Heat map of median property prices by neighborhood with year-over-year change

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3

Development Feasibility

Filter parcels by zoning, FAR, and environmental overlays to surface developable sites.

Filter parcels zoned mixed-use with FAR above 3.0 and no environmental overlay

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4

Trade Area Demographics

Compute drive-time isochrones around any site and roll up demographics inside.

Demographic profile within a 15-minute drive of this site — income, age, household size

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5

Comparable Sales Analysis

Find recent transactions within a radius and compute distance-weighted comparable values.

Find sales within 1km in the last 12 months; distance-weighted average $/sqft

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Supported on the web:.shp.geojson.kml.gpkg.csv.parquet.dxf.kmz

Desktop · raster image processing

Heavy pixels? Run them locally.

The desktop app runs Python on your machine — no timeouts, no upload limits, works air-gapped. Request access to get the build that fits your OS and use case.

Building Footprint Extraction

Extract building footprints from high-resolution satellite or drone imagery for portfolio inventory.

inHigh-res imagery
outFootprint polygons + area

3D Massing & Sun-Shadow Studies

Build 3D massing from DEM + footprint heights and run shadow studies for any time of year.

inDEM + height attributes
out3D model + shadow rasters

Construction Progress Monitoring

Compare drone-captured DEMs over time to track vertical progress on active sites.

inDrone DEM time series
outHeight-change raster + report
Supported on the desktop:.tif.tiff.img.asc.las.laz.nc.h5

One workspace

Same chat, same project, two engines.

Start in the browser. Move to desktop when the dataset gets heavy. Projects sync — no re-importing, no re-prompting.

1 · Ask in the workspace

Describe the analysis. GeoPilot picks ops, runs them, returns map + data + report.

2 · Vector? Done in the browser.

Buffers, joins, network analysis, choropleths — finishes in seconds, every plan.

3 · Raster? Switch to desktop.

Same chat continues against local Python. No timeouts, no upload caps.

Ready to ship real estate workflows?

Free vector tier. Desktop by request — tell us your OS, dataset size, and sensor type and we'll get back within one business day.

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