GIS + AI for the outdoors

Map-driven apps and predictive tools for outdoor brands, conservation, and agencies.

Trusted by top outdoor innovators

Leading brands and agencies rely on my GIS and AI expertise to power their outdoor projects and conservation initiatives.

Expertise That Delivers

Web GIS Development

Enterprise-grade mapping applications built with modern frameworks. From simple viewers to complex analysis platforms.

  • ArcGIS API & Leaflet integration
  • Real-time data streaming
  • Offline-capable PWAs
  • Custom spatial analysis tools

Geospatial Data Engineering

Scalable data pipelines for processing satellite imagery, sensor data, and field collections at enterprise scale.

  • PostGIS & spatial databases
  • Cloud ETL with AWS/Azure
  • GDAL/OGR automation
  • Real-time data ingestion

AI for Geospatial Intelligence

Machine learning models that extract actionable insights from satellite imagery, LiDAR, and multi-sensor data.

  • Computer vision for imagery
  • Predictive spatial modeling
  • Change detection algorithms
  • Custom spatial analysis tools

GIS Strategy & Implementation

Guidance on GIS architecture, tech stack, and project roadmaps.

  • Enterprise GIS architecture
  • Technology stack selection
  • Team capability development
  • Mission-critical deployment

Project gallery: maps in action

Preview recent GIS and AI projects for outdoor brands. Each solution combines spatial analytics, predictive modeling, and clean design to solve real-world challenges.

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image of a secluded mountain lake surrounded by evergreen forests
image of a gps mapping device for agriculture
image of a teacher interacting with students using digital tools
image of an augmented reality app for indoor navigation

Insights for Outdoor Innovators

Explore Topics

Web GIS Development
Spatial Data Engineering
AI/ML for Geospatial

Discover how advanced mapping and AI solutions drive smarter decisions for outdoor brands, agencies, and conservation groups.

From custom web GIS to predictive analytics, I deliver tools that turn complex geospatial data into actionable insights.

Leverage my expertise to elevate your projects—efficient, scalable, and built for the outdoors.

Let’s build your next map

Your GIS + AI questions, answered

FAQ: Outdoor GIS & AI Consulting

Clear, direct info on services, process, and working with a GIS + AI consultant for outdoor-focused projects.

Who do you work with?

Outdoor brands, conservation groups, and agencies needing geospatial apps, analytics, or mapping tools.

Which tools and platforms do you use?

Python, PostGIS, Mapbox, Esri, and machine learning—solutions tailored to your geospatial needs.

How do projects begin?

We start with a consult to define goals, data, and deliverables. You get a clear plan and timeline.

Can you connect to our systems?

Yes. I integrate new GIS or AI tools with your platforms for seamless data flow and minimal disruption.

Contact

Let’s build your next map

Ready to start your GIS or AI project? Fill out the form to connect.

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