Back to Projects
Logicrays Technologies
Enterprise RAG Systems
High-Precision Vector RAG for Healthcare Compliance & HR Policy Search
Project Overview & Architecture
Developed to enable enterprise employees and medical compliance teams to query vast document repositories instantly. By combining dense vector embeddings with sparse keyword search (hybrid RAG) and semantic query rewriting, the pipeline delivers accurate citations and contextually grounded answers from thousands of policy manuals.
Key Features & Innovations
- ✦Sub-800ms Retrieval Latency across tens of thousands of PDF pages.
- ✦Hybrid Vector Search (Pinecone/Chroma + BM25) ensuring 98%+ precision.
- ✦Query Rewriting & Hallucination Guardrails filtering ungrounded model outputs.
- ✦Automated PDF ingestion pipeline with semantic chunking and metadata tagging.