CivicLens

What it does

Decodes Indian legislation into plain language across English, Hindi, Tamil, and Bengali, then aggregates anonymous citizen feedback into AI-generated themes so citizens can see what fellow citizens are saying.

Pipeline

Per-language response routing as backend middleware enforces output schema consistency under noisy, contradictory, high-volume citizen input, verified by stress-testing the aggregation pipeline at concurrent load.

Stack

Claude API · LangChain · Node.js · Express · Docker · Azure App Service.