How We Built a Geospatial AI That Reads Satellite Images

A developer’s guide to analyze_image , analyze_text , and the future of location intelligence. The motivation You’re a developer. You know that satellite imagery is everywhere. But most GeoAI solutions are either: Black‑box desktop tools with 500 buttons Intelligence‑grade surveillance systems you’d never touch Overhyped pixel classifiers that can’t tell a port from a parking lot We wanted something different: A code‑first, ethical, and actually useful geospatial AI that runs in a Jupyter notebo