PointFold
Structures the geography.
For teams with location data that need meaningful clusters, groups, and planning zones without a full routing or scheduling model.
Open PointFold ↗GeoHub · Geospatial intelligence products
Turn location data into operational decisions.
GeoHub provides practical tools for spatial clustering, service-zone design, route optimization, and workforce scheduling. PointFold structures the geography. RouteForge optimizes the work.
01structure locations with PointFold
02optimize operations with RouteForge
Labapplied AI through Aurora
The studios
GeoHub leads the portfolio.
GeoHub is the business-facing geospatial product studio. Aurora is the applied-AI lab for local agents, multimodal systems, and experimental conversational tools.
Primary studio · Geospatial intelligence
GeoHub
A focused product suite for teams making decisions from location data: cluster demand, define service geography, and optimize routes, schedules, workers, visits, and constraints.
- PointFold
- RouteForge
- Spatial planning
- Operations optimization
Aurora
Local AI agents, multimodal clients, clinical NLP, and experimental conversational systems — developed as applied research and product exploration.
- AI agents
- Multimodal
- On-device LLM
- Clinical NLP
GeoHub product suite
From spatial structure to optimized operations.
The products address different levels of operational complexity and can be used independently or in sequence.
RouteForge
Optimizes the work.
For teams with workers, visits, time windows, skills, capacity, and constraints that need efficient routes and schedules.
Explore RouteForge ↓Need to group locations into meaningful zones?Use PointFold.
Need to assign workers and visits efficiently?Use RouteForge.
Need both?Start with PointFold, then optimize with RouteForge.
Selected products
Products, proof of work, and active R&D.
The commercial focus is PointFold and RouteForge. The remaining work demonstrates applied geospatial delivery and ongoing AI research.
Primary commercial products
Two focused tools for the path from location data to operational action.
Geospatial · clustering
Live
PointFold
A spatial workbench for location data.
Upload coordinates, discover natural clusters, define service zones, and export planning-ready spatial structure — all processed locally in the browser with Turf.js.
Open PointFold ↗
Geospatial · optimization
Product
RouteForge
An operations workbench for routes and schedules.
Optimize routing, scheduling, and dispatch decisions across workers, visits, skills, capacity, time windows, constraints, and operational scenarios — informed by live and historical traffic plus weather forecasts for more accurate ETAs and sharper operational decisions.
Privacy-first apps + central hub
I build local, on-device apps tailored to a specific industry's privacy and field realities — and connect them back to a central GeoHub dashboard for full last-mile coverage, without exposing sensitive data.
Mobile · privacy-first routing
Field demo
Last-Mile PSW
An optimized day of visits — computed entirely on the device.
A Flutter app that gives a Personal Support Worker an optimized multi-stop route across their day's home-care visits, with routing, optimization, and map rendering running fully on-device. The visit list and patient addresses never leave the phone — no server, no network call, demonstrable in Airplane Mode. It still syncs to a central GeoHub dashboard for planning and oversight, without exposing patient data — the privacy-first mobile vertical of the NORC last-mile work.
Case study / proof of work
A public-facing example of geospatial analysis translated into a practical decision interface.
Future R&D
Exploring how immersive geospatial environments can support analysis and decision-making.
Geospatial · experimental
R&D
3D Tiles + Conversational GIS
A Google VR / 3D Tiles geospatial experiment with an LLM assistant for navigating, querying, and interpreting spatial environments.
Aurora · Applied-AI lab
Secondary-studio work in local AI agents, multimodal clients, clinical NLP, and experimental conversational systems.
A
Web · local AI agentLive
Aurora Agent
An experimental conversational agent interface built around local and self-hosted AI workflows.
Open Aurora Agent ↗
iOS · local AIComing soon
orbLLM
A private iOS conversational client for local and cloud language models.
iOS · translationComing soon
AFI
A multilingual conversational system for real-time speech and text translation.
Desktop · multimodal AIExperiment
Cosmos 3 Nano Client
A tunable multimodal client for text, image, video, and audio workflows across local and hosted providers.
Desktop · clinical NLPExperiment
AI Predictive Index
A clinical NLP workspace for evidence-linked risk analysis and image-aware conversational support.
Ways to work together
Start with the scope that fits the decision.
These engagement tiers are placeholders while packaging is finalized. No fixed prices are published yet.
Starter / Pilot
Pricing coming soon
Professional
Pricing coming soon
Pilot
Scoped after discovery
Operations
Scoped after discovery
Custom / Enterprise
Scoped after discovery
About
One builder, two disciplines.
I build practical decision tools where geospatial analysis meets operational planning. GeoHub is the primary commercial studio, with PointFold for spatial structure and RouteForge for operational optimization. Aurora is the secondary applied-AI lab.
A recurring theme in my work is privacy-first, on-device apps built for a specific industry's needs — like the Last-Mile PSW routing app that runs entirely offline — that still connect to a central hub or dashboard for full last-mile coverage without sensitive data ever leaving the device.
A lot of this work runs at the edge: I also build robotics and on-device AI on constrained hardware — ROS 2 perception, navigation, and local LLM/voice stacks on the NVIDIA Jetson Orin Nano (see my JetBot / ROS 2 work). If you're working on robotics or edge AI and want to collaborate, get in touch.
Let's talk
Tell me about the decision tool you need.
Dashboards, maps, clustering, route optimization, forecasting, or AI assistants — describe the operational problem, and I’ll help scope the right solution.