OlmoEarth by Ai2

Open Earth-observation models and a platform for satellite analysis

Advanced API
Screenshot of OlmoEarth by Ai2, Open Earth-observation models and a platform for satellite analysis

What is OlmoEarth by Ai2?

OlmoEarth by Ai2 is an analytics tool. OlmoEarth is Ai2's geospatial AI platform and open model family for satellite data. It covers fine-tuning, embeddings and production inference, aimed at conservation, climate and research teams that lack deep AI expertise. Access is by request.

OlmoEarth is a geospatial AI offering from Ai2, the non-profit research institute founded by Paul Allen. It combines a family of foundation models trained on millions of global Earth observations with a hosted platform that handles the work between raw satellite data and a usable result. The stated aim is to put advanced remote-sensing AI in the hands of organizations and communities that lack in-house machine learning expertise. In practice, the platform covers the full path from data to deployment. Users start with Earth data, run research and development, fine-tune a model for their own question, export custom embeddings from OlmoEarth Studio for downstream analysis, and then push the result into production. The engineering blog describes continent-scale satellite inference as a design target, and the homepage says work that once took months of processing can now finish in hours, which makes recurring monitoring feasible on modest budgets. A documented API is available for programmatic access, and the v1.1 model family is described as cutting compute costs by up to 3x. The homepage leans on partner stories to show where it is used. Global Mangrove Watch produced more accurate maps with about a tenth of the data points previously needed. NASA JPL and Google.org are using it to build a next-generation fire risk model. The IUCN points to OlmoEarth foundation models running inside Skylight, an ocean intelligence platform used for high seas protection. Conservation groups, environmental agencies, and applied researchers are the clearest audience. Among alternatives, OlmoEarth sits between closed commercial geospatial analytics services and do-it-yourself research code. Researchers can download the open models and the pretraining dataset from Hugging Face and the model code from GitHub, while teams that want a managed route request an account on the platform. That open-plus-hosted split is the main differentiator against vendors that only sell outputs. Access is currently by request, so availability is gated rather than self-serve.

How do you use OlmoEarth by Ai2?

  1. 1Request platform access
    Submit the account request form linked from the OlmoEarth page, since the platform is available by request rather than open signup.
    OlmoEarth by Ai2 — Request platform access
  2. 2Read the API documentation
    Open the technical documentation to see how to reach the OlmoEarth API and what the platform exposes.
    OlmoEarth by Ai2 — Read the API documentation
  3. 3Understand the model family
    Review the technical blog on the foundation models to pick a model size and learn what the pretraining covers.
    OlmoEarth by Ai2 — Understand the model family
  4. 4Fine-tune on your own data
    Inside the platform, bring in your Earth data and fine-tune a model for your mapping or monitoring question.
  5. 5Export embeddings or deploy
    Export custom embeddings from OlmoEarth Studio for analysis, or run inference at scale to deploy results.
    OlmoEarth by Ai2 — Export embeddings or deploy

Pros and cons

Pros

  • Covers the whole workflow from raw Earth data to fine-tuning, embeddings and production deployment in one platformAI
  • Models, pretraining data and code are openly downloadable for researchers via Hugging Face and GitHubAI
  • Backed by named real-world uses such as Global Mangrove Watch, NASA JPL and IUCN's SkylightAI
  • Designed for users without AI expertise, with fine-tuning and deployment handled by the platformAI
  • Efficiency focus: v1.1 models cut compute costs by up to 3x and processing drops from months to hoursAI

Cons

  • Platform access requires submitting a request form, so there is no instant self-serve signupAI
  • Pricing is not published on the homepage, making cost planning difficult before contactAI
  • Geared to Earth-observation work only, so it is not a general-purpose analytics or GIS toolAI
  • Performance and accuracy claims come from Ai2 and partner testimonials, with figures from beta testingAI
  • Using the open models and code directly still demands machine learning and geospatial skillsAI

How much does OlmoEarth by Ai2 cost?

Support

Technical and API documentation, a platform blog and a technical blog are provided. Bugs and feedback go to olmoearth@allenai.org.

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Integrations

An API is documented for programmatic access. Open models and pretraining data are on Hugging Face and code is on GitHub. The models also power Skylight, an ocean intelligence platform.

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Features

End-to-end platform for raw data, R&D, fine-tuning, embeddings and production deployment. Foundation models trained on millions of global observations, custom embedding exports from OlmoEarth Studio, continent-scale inference, an API, and openly downloadable models, data and code.

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Frequently asked questions about OlmoEarth by Ai2

  • Does OlmoEarth by Ai2 have an API?
    Yes, OlmoEarth by Ai2 offers an API.
  • How do you use OlmoEarth by Ai2?
    The walkthrough on this page covers 5 steps: 1. Request platform access 2. Read the API documentation 3. Understand the model family 4. Fine-tune on your own data 5. Export embeddings or deploy.
  • What platforms does OlmoEarth by Ai2 support?
    OlmoEarth by Ai2 is available on Web App.
  • What does OlmoEarth by Ai2 integrate with?
    An API is documented for programmatic access. Open models and pretraining data are on Hugging Face and code is on GitHub. The models also power Skylight, an ocean intelligence platform.
  • What are the limitations of OlmoEarth by Ai2?
    Platform access requires submitting a request form, so there is no instant self-serve signup. Pricing is not published on the homepage, making cost planning difficult before contact. Geared to Earth-observation work only, so it is not a general-purpose analytics or GIS tool.

Status

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Added10/8/2026

Platforms

Web App

Pricing

Paid