Showcase · Live builds
Working software, not slideware.
Every project on this page is a live tool you can open right now: GeoAI models, map-first dashboards, annotation QA, and field workflows. Find the one closest to your problem and we'll scope it on your data.
Featured Builds
Two builds that show the whole range
One GeoAI model answering a place question, one operational dashboard driving a weekly review. Most client work lands somewhere between the two.
Spatial Need Analyzer
Hex-grid scoring that shows where supermarkets, pharmacies, gyms, and EV chargers are missing across 50+ US cities.
- For
- Cities, planners, public health, retail expansion
- Built on
- Census block groups, Google Places, proximity scoring
Solar Portfolio Dashboard
Management-level utility solar portfolio review: real map, project triage, evidence states, and report-ready next actions.
- For
- Solar developers, utilities, asset managers
- Built on
- Leaflet, project records, interconnection queue context
Demo Library
Everything we've built that you can open today
Filter by domain. Each card lists who it's for and the data it runs on, so you can find the pattern closest to your problem.
Every build below is live. Open one and click around.
Spatial Need Analyzer
Hex-grid scoring that shows where supermarkets, pharmacies, gyms, and EV chargers are missing across 50+ US cities.
- For
- Cities, planners, public health, retail expansion
- Built on
- Census block groups, Google Places, proximity scoring
Solar Portfolio Dashboard
Management-level utility solar portfolio review: real map, project triage, evidence states, and report-ready next actions.
- For
- Solar developers, utilities, asset managers
- Built on
- Leaflet, project records, interconnection queue context
Million-Dollar View Index
Viewshed analysis that scores property views from 0 to 100 using terrain, 3D buildings, and line of sight.
- For
- Real estate, developers, appraisers
- Built on
- Terrain elevation, 3D building footprints, viewshed math
naipai Imagery Chat
Ask plain-English questions of satellite, aerial, or drone imagery and get answers with confidence and caveats.
- For
- Imagery analysts, inspection teams, emergency response
- Built on
- Vision-language models, NAIP imagery, export-ready notes
Foot Traffic Site Report
Address-based trade-area readout comparing visitor activity within flexible distance bands.
- For
- Retail, franchise, CRE, investors
- Built on
- Foursquare popularity, Overture Places, 400m / 800m lenses
Geographic Review Intelligence
Compare local reviews, recurring themes, and sentiment across business locations on one map.
- For
- Multi-location brands, franchise operators
- Built on
- Place reviews, theme extraction, geographic clustering
Energy Operations Dashboard
Prioritize energy assets by regional demand pressure and data confidence, then export a briefing.
- For
- Utilities, grid operators, energy analysts
- Built on
- Asset layers, regional demand signals, briefing export
PermitOps Route Intelligence
Plan and compare oversize/overweight routes with bridge, restriction, and human-review evidence.
- For
- Heavy haul, permitting, infrastructure
- Built on
- FHWA / NBI bridge records, route geometry, review states
Protective Operations Planner
Plan venue access, VIP arrivals, vendor staging, and response routes with Street View recon.
- For
- Security, event operations, executive protection
- Built on
- Google Maps, Street View, shareable briefings
Environmental Equity Playgrounds
Washington, DC playgrounds where low tree canopy, heat sensitivity, and income vulnerability overlap.
- For
- Parks departments, public health, advocates
- Built on
- Tree canopy, heat indices, ACS income data
Solar Facility Asset Editor
Register utility-scale solar assets from as-built CAD into a managed GIS schema for O&M teams.
- For
- Solar O&M, asset owners
- Built on
- As-built CAD, GIS schema, maintenance and warranty records
GIS-Native Annotation QA
Imagery and asset records move through annotation, human review, GIS validation, and export.
- For
- Mapping companies, mobile-mapping primes
- Built on
- Street-level imagery, reviewer decisions, GIS export
ROW Asset QA
QA hydrants, manholes, poles, curb ramps, and more before right-of-way inventories land in GIS.
- For
- DOTs, utilities, mobile-mapping vendors
- Built on
- Detections, false-positive/negative review, geolocation checks
Pavement Marking Annotation
Pavement markings go from imagery through annotation, QA, and GIS cleanup to schema-ready delivery.
- For
- Mobile-mapping teams, DOTs
- Built on
- Segmentation, QA passes, schema mapping
Street Imagery Feature Extraction
Sign localization, bounding boxes, classification, and condition assessment delivered GIS-ready.
- For
- Asset managers, municipalities
- Built on
- Street imagery, human review, GIS delivery
Infrastructure Asset Extraction
Extract, classify, and validate right-of-way assets from street imagery into GIS-ready data.
- For
- Utilities, transportation agencies
- Built on
- Street imagery, classification, validation queue
Post-Disaster Field Assessment
Mobile damage assessment feeding a live operations dashboard and WebEOC command review.
- For
- Emergency management, public works
- Built on
- Mobile forms, live dashboards, WebEOC data flow
Phase 1 Soil Screening
Desktop parcel screening with soil, flood, wetland, terrain, and jurisdiction context.
- For
- Developers, civil engineers, land acquisition
- Built on
- SSURGO soils, FEMA flood, NWI wetlands, terrain
Take-Home Code
Read the code before you call us
Two real automation samples from our parcel-screening work. Download them, run them, and judge the engineering yourself.
MCP agent: solar parcel screener
An agent that screens parcels against PostGIS, NREL, Census, and FEMA data and scores them for solar suitability.
n8n workflow: site screener
An importable n8n workflow for the same parcel pipeline: webhook trigger, API calls, notification, and error handling.
How We Work
From demo to your own build
Pick the closest demo
Start from the build nearest your problem. It sets a shared baseline for what "done" looks like before any scoping.
Scope on your data
In one working session we swap in your sources, decisions, and constraints, and agree on acceptance tests.
Pilot in two weeks
A working slice on your data with QA built in, so you can judge it before committing to the full build.
Ship and hand over
Hardened, documented, and running in your cloud or ours. Your team can extend it without us.
Want the long-form story behind a build?
Case studies walk through the problem, the data, and what changed. Solutions explain how we package each kind of work.
Get Started
Bring us the problem closest to a demo.
Tell us which build looks nearest to your workflow and what's different about your data. In a 30-minute call we'll scope a two-week pilot with a fixed timeline and budget.
Implementation stack
Technologies We Work With
We choose the stack around the job: browser maps for decision surfaces, spatial databases for reliable data, Python and GIS libraries for analysis, and annotation tools when imagery needs reviewer-ready labels.
QGIS
GIS Software
ESRI ArcGIS
GIS Platform
PostgreSQL
Database
PostGIS
Spatial Database
AWS
Cloud Platform
Google Cloud
Cloud Platform
DuckDB
Analytics Database
OpenAI
AI Platform
Claude AI
AI Assistant
CVAT
Annotation Tool
Python
Programming
React
Frontend
Node.js
Backend
Docker
Containerization
Kubernetes
Orchestration
Azure
Cloud Platform
TensorFlow
Machine Learning
Pandas
Data Analysis
NumPy
Scientific Computing
Jupyter
Data Science
Git
Version Control
Linux
Operating System
Ubuntu
Operating System
Mapbox
Mapping Platform
Leaflet
Web Mapping
Fastapi
API Framework
GeoPandas
Geospatial Analysis
GDAL
Geospatial Library