Why this exists

Ask about a place on Earth. Get the real map back.

Any large language model (LLM) can describe a wildfire, a flood, or a dying forest. ASKTERRA Geospatial Agent looks at the actual satellite record and hands you the map, the chart, or the report — measured, not made up.

Animated land-cover change time-lapse over Huron-Manistee National Forest, 2009 to 2023
A real answer from a real session. One question produced this 14-year change map over a national forest — in under two minutes.
Real maps
Not generated pictures
Live data
Satellites, not training pixels
Minutes
Work that used to take weeks
Your brand
Same engine, your team

The gap

Today's AI can talk about the planet. It cannot actually look at it.

Most assistants were trained on pictures of Earth. They can write a paragraph about deforestation in Brazil or sketch a map that looks plausible. They cannot open yesterday's imagery, measure the burned acres, and give you a file you would put in a briefing.

That is the gap this framework fills. It sits between a conversation and the world's live Earth data, and it returns the kind of product an analyst would make — a map you can pan, a chart you can cite, a report you can send. What you're using now is one branded instance of that framework.

What changes

Same question. Completely different answer.

A general assistant
  • Describes a flood in a paragraph
  • Draws a map that looks about right
  • Quotes a number you cannot check
  • Forgets the place you were talking about
  • Leaves you copying results into PowerPoint
ASKTERRA Geospatial Agent
  • Measures the flood on yesterday's imagery
  • Hands you a real map you can click, query, and share
  • Every number comes from the data, not from the model's memory
  • Remembers your study area, dates, and what you already ran
  • Gives you a link, a chart, or a finished report

How it feels

You ask in English. The map comes back.

1

Ask about a place

"Show me how this forest changed from 1985 to last year." No GIS training. No code.

2

It looks at the real record

The agent picks the right imagery, runs the analysis, and builds the legend — against live data, not a guess.

3

You get something you can use

An interactive map, a chart, a time-lapse, or a report. A stable link you can send to a colleague.

What you walk away with

The things an analyst would make. From a conversation.

Interactive maps

Turn layers on and off. Click a pixel. Draw an area and get the numbers. Every map is a link you can share.

Before and after

See what changed, when, and by how much. Side-by-side years, time-lapses, and charts of acres gained or lost.

Figures you can publish

Legends, scale bars, locators. Stills and GIFs that look like they came from a cartographer, not a chat window.

Finished reports

Maps, charts, tables, and a short narrative that explains the numbers. Ready to email in one ask.

What's happening now

Fire, drought, snow, floods, air quality, weather. If satellites still collect it, you can ask about it.

Save it and run it again

Turn a good analysis into a recipe. Re-run it on a new county or a new year without starting from scratch.

Who it's for

If the question is "what happened here?", it is already answerable.

The same conversation works across forests, farms, cities, and supply chains. These are the kinds of questions people actually ask.

Land & Forestry

How badly did it burn. How the forest is coming back. Where cover has been lost.

Try"Map burn severity on the Lolo National Forest over the last ten years, and show acres in each class."

Energy & Infrastructure

Vegetation crowding a power line. Damage after a storm. Whether a site is even feasible.

Try"Where did vegetation die back along this transmission line this summer?"

Water & Hydrology

Snow that is still on the ground. Flood water on last night's radar. Algae in a reservoir.

Try"Which watersheds in the upper Colorado still had snow in April, 2020 to 2024?"

Agriculture & Crops

How this season compares to a normal year. Where crops are stressed. Where irrigation actually is.

Try"Compare this year's corn-belt greenness to a five-year average. Which counties are furthest behind?"

Climate & Environment

Heat, drought, air, ocean temperature, pressure on a protected area.

Try"Show drought over the Powder River basin, month by month, for the last five years."

Commodity & Supply Chain

Stockpiles at a port. A mine face moving. New roads or pads showing up upstream of a mill.

Try"How has the bauxite stockpile at the Port of Kamsar changed over the last two years?"

Urban & Planning

Where the city grew. New pavement. Heat in neighborhoods. Vacant lots that filled in.

Try"Show new built area in Maricopa County from 2017 to 2024."

Insurance & Risk

Which properties sat inside a fire perimeter. Flood overlap. Damage after the event.

Try"Which ZIP codes in California fell inside large fire perimeters in the last five years?"

Defense & Public Safety

What changed at a site. Activity you can see from radar when clouds hide the view. Damage after an event.

Try"Flag any new construction in this area since January."

Ways to use it

Same capability. Three ways in.

This is not a single product you have to buy a certain way. Use the chat you are in, plug the same capability into an assistant you already have, or put your name on a copy for your team.

Open this chat

A geospatial analyst your people can talk to today. Session memory, saved recipes, maps and reports as links. What you are using right now.

Keep the assistant you have

Do not replace your corporate agent. Let it ask this one when the question is about a place on Earth, and get a real map back inside its own chat.

Put your name on it

Your logo, your URL, your questions, your people. We operate it. You show it to customers or to your own org. Same engine as this instance.

Developers who already live in Cursor or Claude Desktop can also drop the geospatial toolbelt straight into that client. Details are in the docs.

Make it yours

This is one team's version. The framework is built for yours.

What you're using right now is the ASKTERRA deployment, run by RedCastle Resources. Another organization gets the same kind of conversation, with their name on it, pointed at the questions their people actually ask.

Your look

Logo, colors, and language that match the rest of how you show up.

Your questions

Starter prompts and tools aimed at the work your team already does.

Your people

Who can sign in. Who can see which analyses. Managed like the rest of your org.

Your place on the web

Your URL. Your deployment. Not a generic chatbot with a map pasted in.

How we work

From a conversation about your work to a live deployment.

1

Scoping call

What you want to do, who will use it, what data you already have. About 45 minutes.

2

Fit

Chat, a hook into an agent you already run, a branded copy, or some mix. We map that to your cases.

3

You try it

A staging URL with your name on it. You sign in and run real questions, not demos.

4

Go live

Your domain, your people, monitoring. We keep operating it.

Why you can trust the answer

If you cannot check it, it does not belong in a decision.

Measured, not imagined

Every number and every pixel came from the satellite record. No invented statistics. No fake maps.

You can run it again

Save the analysis. Hand it to a colleague. Re-run it next season on new imagery.

You can see the work

The session is not a black box. You get the map, the chart, and the trail back to how it was made.

Try this one. Or put one in your shop.

Open the chat and ask about a place you already care about. Or talk to us about a version with your name on it — or a hook into the assistant you already run.