Ai2 loosens Big Tech’s grip on Earth insights with open source AI models for climate and conservation
4 hours agoLast Updated: November 4, 2025
5 8 minutes read
Ai2 loosens Big Tech’s grip on Earth insights with open source AI models for climate and conservation
By Todd Bishop | Published: 2025-11-04 14:35:00 | Source: GeekWire
OlmoEarth Studio, the Allen Institute for AI’s new workspace for building and fine-tuning environmental AI models. The interface allows users to select base maps, tag locations, and manage field data for projects such as wildfire fuel monitoring. (Ai2 screenshot)
A new platform from the Allen Institute for AI promises to deliver insights into the state of the planet, in near real-time, by giving organizations without deep AI experience the ability to monitor deforestation, assess crop health, and predict wildfire risk, among other capabilities.
OlmoearthThe Seattle-based nonprofit Artificial Intelligence Institute announced Tuesday an open, comprehensive system that uses artificial intelligence to analyze current and historical satellite and sensor data.
It is working on a new family of AI models, which Ai2 says has been trained on millions of Earth observations totaling about 10 terabytes of data. The idea is to give anyone free access to the kinds of capabilities typically limited to proprietary systems or well-resourced AI labs.
The platform includes tools such as OlmoEarth Studio, a workspace for creating datasets and fine-tuning models, and OlmoEarth Viewer, a web application for exploring maps generated by artificial intelligence.
The initiative “makes Earth AI accessible to those working on the front lines,” he said. Ali FarhadiCEO of Ai2 and a professor at the University of Washington, V press release Advertising OlmoEarth.
Patrick BukemaThe lead researcher on the OlmoEarth team added that the project aims to encourage collaboration across scientific and technical fields, and help different groups work together on shared data and tools to better understand and respond to environmental challenges.
Ai2 said early adopters of OlmoEarth have already demonstrated its potential, using it to update global mangrove maps twice as quickly and with 97% accuracy, detect deforestation across the Amazon, and map vegetation drought in Oregon to improve wildfire prediction and prevention, for example.
It’s the latest example of Ai2’s push toward “true openness” in AI, expanding the philosophy behind its open-weight language and multimedia models to include climate science and environmental conservation.
Geospatial analysis has long been dominated by large technical and research organizations. Platforms like Google Earth Engine and Microsoft’s Planetary Computer provide cloud access to petabytes of satellite data, but they often require significant technical expertise for analysis and are not fully open source.
Ai2 positions OlmoEarth as a comprehensive open alternative, providing not only access to data, but a complete and usable system for model tuning and deployment.
At the model level, Ai2 competes with AI-specific tools from other major labs. In her researchAi2 compares OlmoEarth to Google’s AlphaEarth Foundations, noting that Google released the “embeds” rather than the open model itself. Ai2 says its fine-tuned OlmoEarth “significantly outperformed AEF,” and also performed well against models from Meta, IBM, and NASA.
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