How it works

From data to intelligence.
Five steps. No expertise required.

Every analysis follows the same workflow — regardless of data type, geography, or question. The pipeline handles the engineering. You handle the thinking.

01

Connect or upload your data

Connect a live API source, upload CSV or GeoJSON, or select from pre-integrated sources (Landsat, USGS, 311 feeds). No data wrangling — the platform handles projection, normalization, and tiling.

02

Select or configure an analysis pipeline

Choose from pre-built pipelines for common analyses (urban heat island, tree canopy, flood risk, NDVI) or configure custom parameters. Each pipeline documents its methodology.

03

Run — AI interprets automatically

The pipeline runs. An AI-generated interpretation explains what the data shows, confidence level, alternative explanations, and what follow-up analyses would strengthen the finding.

04

Review and refine outputs

Interactive map viewer, chart canvas, data table. Ask follow-up questions in natural language. Request alternative visualizations. Add layers. Zoom in.

05

Export publication-quality deliverables

PDF report with methodology and AI narrative, PNG maps at print resolution, CSV tables, and a shareable analysis link for collaborators.

What you get

AI-interpreted analysis report
Publication-quality map exports
Full methodology documentation
CSV / GeoJSON data export
Shareable analysis links
Reusable pipeline configuration
Join early access →

The workflow comparison.

Today — without Compute
01Download satellite imagery from USGS/EarthExplorer
02Install GDAL, rasterio, pyproj, geopandas...
03Write Python scripts to clip, reproject, normalize
04Run GIS analysis in QGIS or ArcGIS
05Export results, format for visualization
06Write interpretation manually
07Format into report in Word/LaTeX
08Repeat from scratch for next dataset
2–5 days per analysis · requires GIS + Python expertise
With Computational Intelligence
Connect your data source or upload files
Select a pre-built analysis pipeline
Configure parameters — no code required
Run analysis — AI interprets results automatically
Review outputs: maps, charts, narrative
Export publication-quality report
Minutes to hours · no GIS or Python expertise required