Labs — Geo-Intel Advantage

Imagery & computer vision

Trained models on real imagery — with honest, held-out accuracy numbers, not marketing claims.

Marine Debris Detector

A real U-Net trained on the MARIDA Sentinel-2 archive spots floating plastic in ocean scenes. Toggle the model, the FDI spectral index and ground truth; review, accept, reject and relabel detections — and watch precision/recall update live against the truth.

Semantic segmentationMLOps & model validation

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Deep learning · forestry

Tree-Crown Delineation

A DeepForest deep-learning detector plus NDVI/GrabCut segmentation turns a NAIP orthophoto into QA-ready individual tree-crown polygons — with a real hand-checked precision number, tree count, canopy area, and GeoJSON / GeoPackage export.

Computer vision & object detectionRemote sensing

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CV + HITL · deep-sea imagery

Abyssal Vision

A deep-sea dive line, end to end: a Google-Maps-style seafloor mosaic with automated polymetallic-nodule detection and real-unit sizing, a megafauna expert-review queue, and a live analytics dashboard — de-duplicated across the 70% frame overlap, sized from the georeferencing.

Computer vision & object detectionMLOps & model validation

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ML + remote sensing · mineral exploration

Gold Prospectivity — Mauritania

A machine-learning mineral prospectivity map of the Tasiast–Tijirit greenstone belt: airborne geophysics, Sentinel-2 and ASTER alteration mapping, structural lineaments and geology fused on one 250 m grid — validated by a spatial holdout test in which the withheld Tasiast mine district ranked in the 99th percentile. Click any cell for its evidence drivers.

Remote sensing & geophysicsMLOps & model validation

Real-time & environmental

Live feeds and physics — air, water and weather, streamed into decisions as they change.

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Live data · outdoor safety

Outdoor Safety Index

Pick an activity — running, hiking, beach, gardening — and see where it's safe to be outside. Fuses live air quality, UV, heat, wind, wildfire smoke and pollen into one score, with 30-day history.

Web mapping & geovizReal-time & streaming

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Particle sim · ocean plastic

Ocean Plastic Drift

Watch plastic emitted by the world's rivers ride a real NASA/ESR OSCAR surface-current field, spiral into the subtropical gyres, and pile up in the Great Pacific Garbage Patch — with a live "% accumulated in the patch" counter. Source → transport → accumulation, then jump to the detector.

Real-time & streamingHydrology & environmental modeling

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Real-time · precipitation

Interactive Weather Radar

High-resolution animated precipitation over multiple radar regions, with a time slider, play/pause, dBZ legend and live-feed mode. A Leaflet front-end on RainViewer open radar data.

Real-time & streamingWeb mapping & geoviz

Property, site selection & land

Parcels, zoning, constraints and measurement — the questions real-estate and land decisions actually turn on.

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Aerial imagery review · listing check

Self-Storage Scout

A roof-geometry scan and an AI review of aerial imagery pick out sites in Colbert County, Alabama that look like rows of storage units, then check each one against Google Maps. Three had no Google listing found. Each comes with its aerial crop, Street View and the evidence behind it.

Aerial imagery reviewSpatial analysis

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CAD drafting · critical areas

Wetland Site Plan Update

A sample C1.00 update for a sunroom addition next to a King County wetland. It adds the wetland flags, the 110 ft buffer and the 10 ft setback, plus the shortest distance to the new work and the construction limits. Drag to compare the sheet before and after.

CAD draftingSpatial analysis

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Setback screening · site selection

Quarter-Mile Sites

All 2,133 parcels of 10 to 20 acres in unincorporated Denton County, Texas, tested against a 1,320 ft setback from every home, school and place of worship. 156 keep at least an acre of usable land. Homes are found from building footprints matched to the appraisal roll, including homes on ag land.

Spatial analysisRecord linkage & entity resolution

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PostGIS · site selection

Parcel Screening & Ranking

Every parcel in Levy County, FL screened against 18 config-driven criteria in PostGIS and ranked by a weighted model. Click any parcel to see exactly which rules qualified or disqualified it — the full audit trail, on the map.

PostGIS platformsSpatial analysis

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Real estate · due-diligence

Commercial Site Due-Diligence

Click a commercial parcel and get a preliminary due-diligence report: owner, zoning & standards, FEMA flood / wetlands / creeks as deal-breakers, and a quick building + parking test-fit — on real Athens-Clarke County + FEMA + USGS data.

Spatial analysisWeb mapping & geoviz

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Land · plain-English report

Property Planning Report

Type an Australian address and get a planning report in seconds: what you can build, plus flood, bushfire and heritage constraints — on real open Vicmap parcels, zones and overlays, with % of lot covered.

Web mapping & geovizSpatial analysis

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Measurement · estimating

Turf Takeoff & Roll-Layout

Draw an artificial-turf area on satellite imagery, exclude obstacles, and get true square footage plus an auto 15-ft roll layout: roll count & lengths, seam length, waste %, and a live material estimate. Rotate the grain to minimise seams.

Web mapping & geovizMeasurement & takeoff

Cartography, precision mapping & publication

Print- and journal-ready output, and survey-grade vector geometry — automated, reproducible, exact.

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Cartography · publication

Spain Climate Zones

A publication-ready Köppen-Geiger climate-zone map of Spain (1991–2020, 1 km) for scientific journals: ETRS89 / UTM 30N, Canary Islands inset, 300 DPI PNG + PDF, plus an interactive layer.

CartographyRemote sensing

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Cartography · print

City Map Posters

Print-ready city map posters generated from OpenStreetMap by an automated Python/PyQGIS pipeline — three cities, three styles, 300 DPI export.

CartographyPython/GDAL automation

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Aviation · precision vector

KTEB Teterboro Airport Map

A geospatially accurate, layered vector map of Teterboro (KTEB) — runways, taxiways, aprons, blast pads, buildings — built on FAA NASR geometry, validated to the meter and GPS-overlay ready (WGS84).

CartographySpatial data engineering

Data pipelines & automation

Ingest, scrape and structure — the plumbing that turns messy public sources into decision-ready data.

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Gov · defense RFQs

DIBBS Solicitation Scout

An automated pull of DLA DIBBS solicitations: filter by FSC, spot RFQs with the online Quote button, see NSN-level award price history, and export CSV/Excel — on a real, rate-limited DIBBS snapshot.

Data pipelinesWeb scraping & automation

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.

Live demos,real data.