01Browser
LGM GIS
Investigate a territory with a map and natural-language chat.
Open GIS ↗Large Geospatial Model
Geospatial intelligence
for models and people.
Ask a question about any territory. LGM combines global data, spatial computation and AI, then returns evidence, layers and decision-ready answers.
Manage data and API keys →Tbilisi · City screeningExample research
Which streets and districts should Tbilisi improve next?
- 109K
- records
- 10
- corridors
- 240
- planning cells
Four decision areas surfacedView evidence →
Choose your access surface
One backend.
Four ways to use it.
Start with the interface that matches your work. Move between them without moving your data.
02Remote server
MCP Server
Give AI agents raster, vector, catalog and GeoRAG tools.
Connect MCP ↗03Private beta
QGIS Plugin
Bring LGM data and analysis into the desktop GIS you already use.
Request access ↗04Control plane
LGM Platform
Manage collections, organizations, API keys, usage and billing.
Open Platform ↗Product proof · LGM GIS
One question becomes a reproducible spatial investigation.
For the Tbilisi study, LGM recursively collected more than 100,000 records, compared ten street corridors and ranked district opportunities with source-backed reasoning.
- Sources and operations remain visible
- Results are returned as map-ready geometries
- Usage can be attributed to the request and API key
What LGM provides
Data
Query global and private raster, vector, imagery and catalog data without managing hundreds of gigabytes of infrastructure.
Explore available data →Intelligence
Combine spatial operations, GeoRAG and orchestration to turn a question into an evidence-backed result.
See a research workflow →Distribution
Use the same geospatial backend through API, MCP, web GIS and professional plugins.
Compare access surfaces →Built for decisions
From territory
to action.
01
Cities
Find infrastructure gaps, monitor territory and prioritize capital projects.
↗02Site selection
Rank locations for retail, offices, housing and public services.
↗03Environment
Analyze soil, elevation, vegetation, water and climate constraints.
↗04AI products
Add a reliable geospatial tool layer to agents and applications.
↗Data foundation
Global layers.
Ready to query.
Start with OpenStreetMap, Overture, elevation, surface classification and six soil depths. Add private raster, vector and imagery collections when your work demands it.
Explore data →RasterCOG · elevation · surface · soil
VectorGeoParquet · GeoJSON · OSM · Overture
CatalogsSTAC · searchable asset metadata
Private dataYour collections and access policies
Start with a territory