GovToKnow
Gold-standard RAG chatbot for municipal government data
One example subsystem from this build. In most engagements we deliver the entire stack top to bottom — application code, Docker, infrastructure, deployment, and scaling — all in-house. Where a client already has platform teams in place, we work alongside them.
Project Summary
A citation-backed RAG chatbot that helps residents get instant, accurate answers from their municipality's ordinances, codes, and official documents. Built for Polity Inc., GovToKnow demonstrates production-grade RAG with multiple chunking strategies, adversarial testing, and structured citation support across multiple municipalities.
Our role: AI/Backend Engineering
What We Did
- 3+ municipalities onboarded with 12K+ ordinance chunks indexed
- 4 distinct chunking strategies (v1-v4) for different document types
- 100+ adversarial tests validating RAG accuracy
- Live at govtoknow.com serving real municipal queries
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