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  5. Planetary Prediction Engine
Models & Productsaka PPEaka PPE Earth AIaka Google PPE

Planetary Prediction Engine

The Planetary Prediction Engine is Google Research's experimental Earth AI agent that turns a geospatial natural-language query into data discovery, multimodal fusion, AutoML, and a written report.

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Google Research announced PPE on August 27, 2026 as an early-stage research capability inside Earth AI, not a public product API. Three LLM-orchestrated stages select geospatial data (Data Commons, Earth Engine, live web), fuse covariates with PDFM and AlphaEarth embeddings behind a Feature Gate anti-leakage filter, then search linear, GBDT, and MLP families with an Overfitting Guard. Artifacts pass between stages as opaque handles rather than prompt text. Google reports mean R² of 76.8% vs 60.0% on 21 CDC health indicators versus a manual expert pipeline, and Recall@10 of 83.3% on 2026 DRC Ebola nowcasting.

Related terms

AI AgentAgentic WorkflowFoundation ModelAlphaEarthPopulation Dynamics Foundation ModelQwen