PolicyInsight
Inspiration
Policy documents are long, dense, and hard to navigate. I wanted to turn static policy text into structured, queryable data instead of something people skim and forget.
What It Does
PolicyInsight ingests policy documents and enables clause-level semantic search, structured requirement extraction, and risk tagging through a backend API.
How I Built It
Built with Java + Spring Boot, deployed on Cloud Run, powered by Vertex AI for embeddings and structured extraction. Retrieval blends semantic similarity with lexical scoring:
Challenges
Reducing hallucinations, handling messy PDFs, and maintaining low latency under load.
What I Learned
Precision > generic summaries. Strong guardrails and observability are critical for reliable AI systems.
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