A map image for every analysis
With legend, north arrow and scale bar, saved with a styled layer. Shown: terrain: elevation with hillshade, from the telecom sample in Medellin.
GeoBit Large Spatial Model
Add your data, press Start, get a project full of maps and a cited report.
Upload everything you have into a project: files in any format, databases, services, documents and PDFs. Press Start, and out comes a project full of maps, charts and images, and a report that cites every claim.
One model behind one API, with MCP and an optional UI. Blank by default: it ships no customer data and runs on your data alone. Bring your own provider keys. Any basemap. Every major format in and out.
Replaces ArcGIS GeoAI, and the parts of Spatial Analyst, Spatial Statistics and ModelBuilder the Start loop covers.
Sample projects
26 industries, each at a real place
One sample project per industry, at a real place with synthetic data: ten or more datasets each, the mix a customer in that industry would upload. Start was pressed on every one in describe mode with the local model. Each dot opens that sample's maps, charts and cited report.
Maps, charts and report exported (3)Report and charts exported (23)
26sample projects
587output layers
581maps made
741charts made
1,372findings, none uncited
Start with the fully exported samples
These three runs were exported with every map and chart image. The other 23 carry their cited report and chart specs.
Maps, charts and reportPublic safety
City incidents, patrol beats and street lighting
Chicago, Illinois, United States
Where and when do incidents cluster, which beats are getting worse, and where should patrols go?
24 maps41 chartscited report
Maps, charts and reportTelecom
Towers, dropped calls and coverage gaps over terrain
Medellin, Antioquia, Colombia
Where do calls drop, what can each tower see over the terrain (viewshed), and where are the coverage gaps?
74 maps76 chartscited report
Maps, charts and reportPublic health
Cases by district over time, clinics and access
Kampala, Uganda
Where and when are cases rising, which districts have the highest rates, and which areas lack access to a clinic?
26 maps39 chartscited report
How it works
From uploads to a cited report in one press
Upload everything you have into a project, press Start, and out comes a project full of maps, charts and images and a cited report.
- 1
Add everything
Files in any format, a database URL, a service URL (WMS, WMTS, WFS, OGC API, ArcGIS, XYZ, STAC), a bucket, a sheet, documents and PDFs. All into one project.
- 2
It reads and understands it
Every dataset is profiled (fields and their meaning, extent, time span), documents are read and their places extracted, relationships between datasets are found. No model call is needed for this.
- 3
Press Start
With or without a goal. A deterministic recommender proposes analyses from the data shapes, a council of models sizes the run, and as many analyst agents as the job needs run them in parallel, each with checks.
- 4
A project full of maps, and the report
Every analysis becomes a saved map with a styled layer, an image with legend, north arrow and scale bar, a chart where one fits, and a vision read. The report cites every claim.
- 5
Export, then ask
Any format, any map client, a run bundle with a manifest. Chat is a separate capability for questions about the data and the results.
What comes out
Maps, charts and a report you can check
Every image below comes from a sample run's export; each sample's page links the original files.
A chart where one fits
A time series when the data has time. Shown: timeline: events per month by dataset, from the public safety sample in Chicago.
- EvidencedThe timeline counts 2,484 dated events in Incidents, Street light outages, Calls for service by beat and month per month, from October 2024 to September 2026 1234.
- EvidencedBy dataset: Incidents 1,680; Street light outages 420; Calls for service by beat and month 384 15.
- EvidencedThe trend is +11.8 events per month; the second half of the months has 2,292 against 192 in the first (+1093.8%) 1.
A report that cites every claim
To a tool result, a layer, a document page or an image; as JSON, Markdown, Word and PDF. Shown: the first findings of the public safety report.
Inside
The GIS toolbox, run by agents
Built on the shared GeoBit kit, so it looks, behaves, syncs and bills like every other GeoBit product.
207 GIS operations as tools
The GIS analysis engine as tools, with its outputs saved as layers, one style source, pipelines and a per-operation OpenAPI.
Terrain
Slope, aspect, hillshade, viewshed, line of sight, least-cost path, hydrology, mobility, terrain forms, solar, stability, volume, suitability and comms coverage. Elevation comes from the project or Copernicus GLO-30, never from a basemap vendor.
Raster, imagery, geostatistics, elevation
The sibling engines linked read-only as tools: raster, geostatistics, elevation and imagery.
Agents with checks
A planning council, a routing ladder with budgets and an analyst swarm, plus chat-over-data tools (filters, read-only SQL over PostGIS) and a watcher.
Outputs you can export
A render worker that draws the same page as the UI, charts, vision reads, the report builder and exports in every major format.
One API, MCP and an optional UI
Projects, datasets, Start and runs, analysis and pipelines, render, charts, report, exports, chat, agents, automations, insights, memory, OGC and tiles.
How it behaves
Your data, your keys
- Blank by default. It ships no customer data and runs on your data alone, with an opt-in Enrich step for GeoBit layers and clean-license administrative boundaries.
- Bring your own provider keys. Calls made with your own keys are billed by that provider.
- Any basemap, every major format. Any map client, every major format in and out.
- Reading your data needs no model call. Profiles, places and relationships come from the data itself.
- No paid model call runs on a schedule. Watch mode uses deterministic detectors only.
- No Esri or QGIS software. Their file formats are read as data.
One API
Every capability behind one API
With MCP for AI assistants and an optional UI. An API reference, an OpenAPI schema and a developer portal come with it.
projectsdatasetsstartrunsanalysispipelinestoolsrenderchartsreportexportschatagentsautomationsinsightsmemoryogctilesmcp
Pricing
Plans in tokens
1,000 tokens are USD 1. A plan includes tokens every month, for less than the same tokens in packs. Plan tokens are spent first; tokens you buy on top never expire.
Starter
+20% tokens$25/ month
30,000 tokens each month
Worth USD 30 at the token price; plan tokens expire at the end of each period.
Choose StarterPro
+30% tokens$100/ month
130,000 tokens each month
Worth USD 130 at the token price; plan tokens expire at the end of each period.
Choose ProTeam
+40% tokens$200/ month
280,000 tokens each month
Worth USD 280 at the token price; plan tokens expire at the end of each period.
Choose TeamEnterprise
By invoice
Tokens, terms and support agreed with you, billed monthly by invoice.
Get in touchPay as you go instead: token packs from 10,000 tokens (USD 10); packs of 50,000 tokens and more carry a bonus of 5% or more. Purchased tokens never expire.
Sign up- Plan tokens are granted at the start of each monthly period and expire at its end.
- Purchased tokens (packs and top-ups) never expire.
- Plan tokens are spent first; purchased tokens only after the period's plan tokens are used up.
- Auto top-up is optional: when your balance falls under your threshold it buys the pack you chose, never more than your monthly cap.
- Switching plans is prorated through Stripe: you pay the difference for the rest of the period and the period's included tokens change by the same share.
- Canceling keeps your purchased tokens; the plan's tokens last until the end of the period you paid for.
- Your balance never goes negative; a call your balance cannot pay is refused before it runs.