Making spatial analysis accessible through ordinary questions

Start with the question

Spatial work often begins in plain language: what is near this site, which areas meet these conditions, how do two patterns overlap? Answering usually means a chain of specialist tools, data preparation, SQL, and map configuration.

Marauders approaches the gap from the question itself. Its public product experience combines a natural-language panel with a map workspace, so people can explore geospatial data directly.

What the interface does

In the product, a user can ask “What’s the average projected flood risk in the counties surrounding Manhattan?” The Query Tool runs the spatial query and returns a table of average projected coastal flood risk scores for the surrounding counties under a mid-century scenario. The map shows the same counties shaded by score.

The same panel drives the map itself. Asking “Turn this into a heatmap of wind power plants” makes the Map Visualization Tool restyle the power-plants layer as a heatmap weighted by capacity, without leaving the conversation.

Why the pairing matters

The conversation provides an approachable point of entry; the map keeps the answer connected to geography. A number in a table is easier to trust when the user can see the counties it came from.