The OlmoEarth platform enables geospatial inference by integrating satellite imagery with large language models. It leverages a specialized dataset of 1.2 billion tokens to map planetary-scale patterns. This framework allows researchers to query Earth observation data using natural language. Practitioners can now automate environmental monitoring without manual image labeling or complex GIS pipelines.