Google has unveiled Google Earth AI, a suite of cutting‑edge geospatial AI models and publicly available datasets designed to help address climate change, disaster response, urban design, and public health.
At the heart of the initiative is AlphaEarth Foundations, a powerful new DeepMind‑developed system that can act like a “virtual satellite” by integrating vast amounts of Earth observation data into one unified digital model.
Google Earth AI builds on previous geospatial reasoning work and expands capabilities across key domains. It includes models that deliver high‑precision weather nowcasting, flood forecasting up to seven days ahead, early wildfire detection, and tools for analyzing urban mobility, population trends, and public health indicators.
These models already power features embedded in Google Search and Maps apps, such as flood and wildfire alerts in over 80 countries.
At the core of Earth AI, AlphaEarth Foundations merges optical, radar, elevation, climate, and terrain data along with imagery captured over time into compact 64‑dimensional “embedding” vectors covering every 10‑meter square of Earth. This allows consistent tracking of landscape changes year over year while using dramatically less storage.
Google is making these annual embeddings available as a new “Satellite Embedding” dataset within Google Earth Engine. Starting from data dating back to 2017, these pre‑processed image layers are analysis-ready and accessible through the Earth Engine API. They enable scientists, governments, NGOs and private companies to perform richer and faster analysis of agriculture trends, ecosystem change, urban growth and more.
Several collaborators including conservation groups and research labs have already applied the dataset to real-world scenarios. In Ecuador, for instance, AlphaEarth has penetrated persistent cloud cover to resolve agricultural patterns that were previously obscured
In Antarctica and Canada, the model revealed detailed terrain structure and shifts in crop planting not visible in conventional satellite imagery. Reports from testing partners describe vast improvements in both speed and clarity.
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Oh, brilliant idea! Let’s tackle global warming by rolling out even more energy-guzzling systems. Because nothing says "save the planet" like cranking up the power consumption.