# Planetary prediction engine: Automating global models via Earth AI

DevFeed: [Planetary prediction engine: Automating global models via Earth AI](<https://devfeed.tech/articles/planetary-prediction-engine-automating-global-models-via-earth-ai-6846.md>)

Original publisher: [Read original article](<https://research.google/blog/planetary-prediction-engine-automating-global-models-via-earth-ai/>)

Published: 2026-08-27T17:37:00Z

Content type: article

Language: en

Sources: [The latest research from Google](<https://devfeed.tech/sources/the-latest-research-from-google.md>)

Topics: [Earth AI](<https://devfeed.tech/topics/earth-ai.md>), [Artificial Intelligence](<https://devfeed.tech/topics/ai.md>), [data-engineering](<https://devfeed.tech/topics/data-engineering.md>), [Google](<https://devfeed.tech/topics/google.md>), [Machine learning](<https://devfeed.tech/topics/machine-learning.md>), [AI Development](<https://devfeed.tech/topics/ai-development.md>), [Feature Engineering](<https://devfeed.tech/topics/feature-engineering.md>), [Model Development](<https://devfeed.tech/topics/model-development.md>)

Tags: [agents](<https://devfeed.tech/tags/agents.md>), [ai](<https://devfeed.tech/tags/ai.md>), [analytics](<https://devfeed.tech/tags/analytics.md>), [data-engineering](<https://devfeed.tech/tags/data-engineering.md>), [earth-ai](<https://devfeed.tech/tags/earth-ai.md>), [evaluation](<https://devfeed.tech/tags/evaluation.md>), [feature-engineering](<https://devfeed.tech/tags/feature-engineering.md>), [generative-ai](<https://devfeed.tech/tags/generative-ai.md>), [google](<https://devfeed.tech/tags/google.md>), [insights](<https://devfeed.tech/tags/insights.md>), [machine-intelligence](<https://devfeed.tech/tags/machine-intelligence.md>), [mapping](<https://devfeed.tech/tags/mapping.md>), [research](<https://devfeed.tech/tags/research.md>), [training](<https://devfeed.tech/tags/training.md>), [validation](<https://devfeed.tech/tags/validation.md>), [workflow](<https://devfeed.tech/tags/workflow.md>), [workflows](<https://devfeed.tech/tags/workflows.md>)

## AI overview

Google Research introduces the Planetary Prediction Engine, an experimental Earth AI capability that autonomously performs geospatial data discovery, cleanup, feature engineering, model training, evaluation, and report generation from natural-language queries. The system targets applications including public health, food security, environmental risk, and socioeconomic analysis, reducing the stated workflow from weeks of manual data engineering to minutes.

## Source excerpt

Earth AI