I will build custom rag ai system with private knowledge base

I build custom RAG (Retrieval-Augmented Generation) systems that answer questions using only your business data accurately, securely, and with zero hallucinations.

Generic AI chatbots don't know your company. A custom RAG pipeline connects an LLM (GPT-4o, Claude, or a private model) directly to your documents or database every answer is grounded in real, verifiable data.

What you get:

• Custom RAG pipeline (Python, FastAPI, PostgreSQL/pgvector)
• Hybrid search (keyword + vector) for maximum accuracy
• OpenAI, Claude, or fully private on-premise models (Ollama/Llama 3) your data never has to leave your servers
• Source citations on every answer
• Docker-based deployment, production-ready
• Full documentation and handover

Ideal for law firms, consulting agencies, support teams, and any business needing natural-language search over internal documents without exposing sensitive data to third-party APIs.

Message me with your use case and I'll give you an honest technical assessment no generic sales pitch.