The OlmoEarth platform enables planetary-scale geospatial inference using a specialized vision-language model. It processes satellite imagery to identify land cover and environmental changes with high precision. This tool allows researchers to automate large-scale Earth observation tasks. Practitioners can now deploy these models to monitor ecological shifts without manual image labeling.