RAG engine for comparing insurer policy terms (OWU/GTC) across agencies: upload policy PDFs, ask questions, get answers grounded in document excerpts.
Next.js · FastAPI · Qdrant · multilingual-e5-large embeddings · Ollama (Bielik).
MVP — performance
This demo runs on a small VPS (8 GB RAM, 4 cores). The LLM is hosted locally on that machine, so a full answer can take several minutes.