Interface → Stack
FOSS4G takeaway
1

Automated Insight

Automatically surfaces important patterns, changes, risks, and anomalies from spatial data, helping users focus on key findings before exploring the details.

Open stack
Ollama · Observable Plot
You'll need
Local model runtime
2

Guided Narrative

Transforms spatial analysis into a step-by-step experience that helps users understand what happened, why it matters, and how different pieces of information connect.

Open stack
Scrollama · D3 · MapLibre
You'll need
A story with steps
3

Spatial Indicator Dashboard

Brings indicators, trends, and regional comparisons into a single view, so different people can check status on their own schedule without waiting for a new analysis.

Open stack
Vega-Lite · Observable Plot
You'll need
Stable time-series
4

Conversational Interface

Allows users to interact with spatial data through natural language, making exploration more accessible without requiring knowledge of layers, filters, or GIS tools.

Open stack
LLM · D3
You'll need
Written decision criteria