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 analyze vast geographic datasets without manual labeling. Practitioners can now automate large-scale environmental monitoring using open-weights architecture.