Organizations needed to query multi-format documents with fast retrieval and contextual reasoning across different file types.
Developed full-stack RAG application with FastAPI and React.js. Implemented hybrid search pipeline using Pinecone and ChromaDB, reducing retrieval latency by 15% through optimized metadata filtering. Integrated Google Gemini API for contextual reasoning.
-15% retrieval latency for multi-format document queries with hybrid search.