We'd rather show you a working system than a screenshot. Every demo below runs live in your browser on real open or client data — click in and explore. Grouped by what they prove.
Trained models on real imagery — with honest, held-out accuracy numbers, not marketing claims.
Live feeds and physics — air, water and weather, streamed into decisions as they change.
Parcels, zoning, constraints and measurement — the questions real-estate and land decisions actually turn on.
Print- and journal-ready output, and survey-grade vector geometry — automated, reproducible, exact.
Ingest, scrape and structure — the plumbing that turns messy public sources into decision-ready data.
Every demo runs on real data. The Marine Debris Detector runs a real U-Net (trained by GIA on the open MARIDA Sentinel-2 archive) on bundled patches, with optional live in-browser ONNX inference; Tree-Crown Delineation runs a real DeepForest model with a hand-checked precision figure. AirGrid and the Weather Radar run on live open APIs (Open-Meteo, RainViewer). Parcel Screening, Site Due-Diligence and Property Planning run on real open government data (Levy County FL, Athens-Clarke GA + FEMA + USGS, and Vicmap AU). Spain Climate, City Posters and the KTEB airport map are reproducible cartography from open sources (Köppen-Geiger, OpenStreetMap, FAA NASR). Abyssal Vision is a bounded pilot on one sample seafloor dive line — nodules detected and sized by the pipeline, megafauna routed to expert review. New demos are added as we build them.