The Lab

Tools, prototypes, tutorials, and experiments.

Experiments, prototypes, and tools I’ve built. Some for clients, some for fun, some to stay ahead of the curve.


Axis Spatial Tools

AI-powered tools built for Axis Spatial using Gemini Pro to help geospatial teams modernise.

Projection Finder

Browser-only tool for detecting CRS/projections in GIS files. Supports Shapefiles, GeoTIFF, GeoJSON, and CSV.

Try it →

Workflow Assessment Tool

Describe your GIS workflows, get transformation recommendations.

Try it →

Automation Savings Estimator

Interactive ROI calculator for GIS automation decisions.

Try it →

ArcPy Migration Assessment

Paste ArcPy code, get a migration roadmap to open source.

Try it →


Apps & Prototypes

NatCat Prototype

Disaster response platform, from satellite acquisition to emergency delivery.

Recognition: Live Science “16 Tech Projects That Could Change the World”

Exhibition: Prototypes for Humanity 2024, Dubai

Compare Spectra Tool

Simple GEE app for quick spectral analysis. Select ROIs, compare spectra, export charts.

App →


Tutorials

End-to-End Burned Area Prediction

Complete ML pipeline from STAC data discovery to prediction. Cloud-native geospatial stack (Planetary Computer, COG, PySTAC).

Read →

D3S Teaching Materials

Data science curriculum developed for Ashoka University. Excel to Python, geospatial analysis, election data.

Materials →