Case study · Synthetic interactive prototype
Geospatial AI Heuristic Loss Dashboard
Use the state switcher to compare flawed and optimized treatments of the same synthetic geospatial interface. Inspect how aggregation, hierarchy, and legibility change the displayed design signals.
Purpose
Make common AI-generated geospatial interface failures visible and reviewable.
How to use it
Switch states, compare map and record treatment, then open the complete study for the design rationale and evidence boundary.
What it proves
The prototype demonstrates a structured evaluation method and interface corrections. It does not prove a trained model, live GIS feed, measured human outcome, or client deployment.

