LLMgeoChat — by AID.earth

Earth intelligence,
in plain language.

LLMgeoChat turns satellite and remote-sensing data into clear answers. Ask a question in everyday language — and get rigorous, map-based analysis, powered by Google Earth Engine.

Private pilot · access by invitation
The Earth seen from space — NASA Blue Marble

A geospatial analyst you can talk to.

Describe what you want to understand about a place. LLMgeoChat plans the analysis, runs it on real data, and explains the result.

Ask in natural language

No GIS expertise required. Describe your question and the assistant chooses and runs the right geospatial analysis for you.

Grounded in Earth Engine

Real-time access to satellite imagery and global remote-sensing datasets, computed at planetary scale on Google Earth Engine.

Bring your own knowledge

Upload documents and vector data. Answers combine spatial analysis with your own context through retrieval-augmented generation.

Built for carbon, forests and climate.

A growing library of remote-sensing analyses, ready to run from a single conversation.

Carbon sequestration

Estimate stored and captured carbon.

REDD+ assessment

Deforestation & credit analysis.

Biomass estimation

Aboveground biomass mapping.

Land cover & use

Classify and map the landscape.

Urban heat island

Map heat & exposure across cities.

Air pollution

Monitor air-quality indicators.

Change detection

Multi-temporal land change.

Backscatter (SAR)

Vegetation seasonality, Sentinel-1.

From a question to an answer in three steps.

01 — ASK

Describe the question

Type what you want to know in plain language, or upload an area of interest as vector data.

02 — COMPUTE

Analysis runs on real data

The assistant selects the right method and executes it on Google Earth Engine in real time.

03 — UNDERSTAND

Maps, charts and meaning

Receive interactive maps and a clear written interpretation you can share and act on.

The people behind AID.earth.

A small team of geospatial scientists and engineers building accessible Earth intelligence.

Portrait of Dr. Elena Berg

Dr. Elena Berg

Lead Geospatial Scientist

Remote sensing & carbon modelling.

Portrait of Daniel Okoro

Daniel Okoro

Earth Engine Engineer

Pipelines & planetary-scale compute.

Portrait of Sofia Lindqvist

Sofia Lindqvist

Product & Research

Turning analysis into decisions.

Portrait of Marcus Bauer

Marcus Bauer

Machine Learning Lead

LLM & geospatial reasoning.

Ready to explore the planet?

Access is invitation-only during the pilot. If you already have credentials, open the app and start a conversation.

Open LLMgeoChat

Get in touch.

Questions about the pilot, partnerships, or access? We'd love to hear from you.