2025 · 90%+ Retrieval · 10K+ docs
Enterprise RAG Assistant
Intelligent Document Retrieval & Semantic Search Engine for clinical assessment automation and knowledge discovery.
Overview
Built at Aretove. RAG pipeline so people could query documentation instead of hunting SharePoint. LangChain, OpenAI, ChromaDB, FastAPI.
Challenge
Onboarding meant reading thousands of pages. Keyword search missed nearby paragraphs.
Approach
Embed the corpus in ChromaDB. Retrieve with LangChain. Serve through FastAPI. Measure retrieval accuracy.
Outcome
90%+ retrieval accuracy on the test set. 10K+ documents. Onboarding time down about 40%. No public URL.
AI / LLMVector SearchPythonFastAPI