Trustworthy AI-assisted GIS work, one useful boundary at a time.
Practical starting points for turning a useful GIS script into a workflow that is easier to change, inspect, and hand off.
Free · ZIP download
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ArcPy Project Starter
Give an important ArcPy script structure, guardrails for coding agents, and a safer path for its next change.
Introductory client pricing · $299 audit + $249/mo
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GIS Automation Reliability Desk
Keep the Python and GIS automation your team depends on, from ArcPy to GeoPandas, PostGIS, and scheduled ETL, organized, inspectable, and easier to maintain.
Founding offer · $149
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Founding Project Review
A bounded, asynchronous review that identifies the highest-value changes for a small software or automation project.
Available now · $49
Explore Safety Harness
ArcPy Safety Harness
A copyable, agent-ready safety template for deliberate, inspectable ArcPy runs.
Planned team kit · $149
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GIS AI Working Agreement Kit
A practical shared starting point for teams that want to use AI with clear boundaries, review, and a sensible first pilot.