I built this after noticing that existing tools for comparing constitutional law either have steep learning curves or only support keyword search. By combining Gemini embeddings with UMAP projection, you can navigate 30,828 constitutional articles from 188 countries in 3D and find conceptually related provisions even when the wording differs.

  Feedback welcome, especially from legal researchers or comparative law folks.

  Source and pipeline: github.com/joaoli13/constitutional-map-ai