Policy Copilot

A RAG assistant that answers staff questions from 14,000 policy documents with citations and access control.

AIInsurance broker2026
91%answer accuracy on eval set
4 minto answer, down from 40
14kdocuments indexed

The challenge

Account managers spent hours searching policy wordings to answer client questions, and answers varied from person to person.

What we built

An ingestion pipeline for PDFs and Word files, hybrid search with re-ranking in pgvector, answers with clickable citations, and an evaluation set of 400 real questions run on every change.

Services

RAG pipelinesAI chatbots

Stack

PythonFastAPIpgvectorClaudeNext.js

Need something like this?

Share a few lines about the project. You’ll get a reply from an engineer, not a sales script, within one working day.