Geospatial AI
Detect and mitigate the impact of climate change on your enterprise using artificial intelligence and high-resolution satellite imagery
Access the tech preview Book a discovery workshop
Hybrid UI illustration of the IBM Geospatial AI product feature
Accelerate climate adaptation and decision-making using geospatial analytics and IBM® Geospatial Foundation Model technology

Access to the latest climate data remains a significant challenge in climate science where environmental conditions change almost daily, making it difficult to detect and mitigate the impact of climate change on consumers, governments, investors and businesses.  

The geospatial analytics capabilities within the IBM® Environmental Intelligence Suite offer a store of geospatial temporal data used by an analytics engine for conducting complex and efficient queries to reveal relationships between layers of data.    

The new Geospatial Foundation Model offers AI-driven geospatial solutions. Powered by NASA's Harmonized Landsat Sentinel-2 data, this remote-sensing spatial data helps to ensure precise asset damage verification and protection across vast terrains. The foundation model’s uniqueness lies in its adaptability, accuracy, self-supervised learning abilities and its reliance on a blend of high-resolution satellite imagery and LiDAR for predictive insights.

IBM’s new geospatial foundation model

Built from IBM’s collaboration with NASA, the model is designed to convert satellite data into high-resolution maps to reveal our planet’s past and hint at its future.

Benefits The IBM Environmental Intelligence Suite empowers AI-driven solutions with vast geospatial data storage, curation, and model libraries tailored to specific business needs and workflows. Built on rich data sets including historic, current and forecast weather data and remote-sensing imagery. It harmonizes and uses multidimensional geospatial data sources and puts them to work in AI models that deliver accurate environmental insights, swift disaster responses, and adaptability. Leverage self-supervised learning

The Geospatial Foundation Model is pre-trained on an extensive portfolio of remote-sensing data, allowing you to direct your efforts towards fine-tuning and seamless inference. 

Resource-efficient AI modeling

Effortlessly save time and resource allocation without compromising precision. Designed to achieve task-specific geospatial AI model creation, such as flood mapping and biomass estimation, with just half of the labeled data typically required.

Seamless adaptability

Tailor and fine-tune models to align with specific business requirements. The IBM geospatial AI capabilities offer customized solutions that seamlessly adapt to a wide range of specific business use cases.

What you get

The Geospatial AI capability is designed for massive geospatial-temporal query and analytics services, freeing your team from cumbersome processes and providing access to valuable insights. The Geospatial Foundation Model offers advanced features by leveraging NASA's robust Earth-satellite datasets in sophisticated self-training mechanisms, ensuring precision and adaptability in environmental analysis. 

Streamlined data preparation Effortlessly access a catalogue of data layers, align public and private data, and create purpose-built geospatial-temporal views suited for thorough and intentional data analysis.

Ready-to-use geospatial inferences in partnership with NASA Unlock the potential of self-supervision on a diverse set of unlabeled data. Adapt the model for tasks including, but not limited to, carbon estimation, wildfire detection, flood monitoring, and land cover change analysis.

BETA: Above-ground biomass estimation APIs The Environmental Intelligence Suite offers comprehensive solutions for biomass and carbon sequestration. These include tree identification, baseline quantification, monitoring of historical and future trends and assessing regional potential for sequestration. The information is processed and can be accessed through a user-friendly dashboard or provided as raw data through an API for seamless integration with external platforms.
Optimized querying of multiple data sets Extract data at flexible space and time resolutions and use built-in, supplied or hybrid data sets for optimized and customizable querying.
Resources IBM and NASA open source largest geospatial AI foundation model on Hugging Face

Widening access to NASA earth science data can be used for geospatial intelligence and accelerate climate-related discoveries through spatial analysis.

Foundation models for addressing climate change

Hendrik Hamann, chief science officer for climate and sustainability at IBM Research, explains how foundation models can help us measure, mitigate and adapt to a changing climate.

A new AI model could help adapt to climate change using geospatial data

Built from IBM’s geospatial technology collaboration with NASA, the IBM®™ model can help reveal our planet’s past and hint at its future.

Geospatial data: The really big picture

Geospatial data plays a key role in protecting wildlife, creating a healthier planet and a more resilient economy.

What is geospatial data?

Geospatial data can provide insights into relationships between variables and reveal patterns and trends.

See more resources
Related features Monitoring services

Weather-decision technologies built with advanced analytics help you better predict how and when weather will affect your business.

Environmental data services

Combined geospatial, GHG emissions and industry-specific data delivers accurate, actionable information about your complete environment. 

APIs and developer solutions 

A robust catalog of cloud-based, industry-standard APIs provides accurate and precise hyperlocal weather data and imagery. 

Custom climate adaptation solutions

A modeling framework and application builder enables you to customize climate adaptation solutions that fit your business needs.

Take the next step

Interested in learning more about how the Environmental Intelligence Suite can help you forecast and mitigate extreme weather events? Explore features in a free trial or request your personalized Environmental Intelligence Suite demo.

Access the tech preview Book a discovery workshop
More ways to explore See pricing details Read documentation Discover IBM Business Partners Find support Explore resources Join the community