I will build ai assistant with rag and hallucination control

Do you need an AI assistant that answers from your business knowledge instead of improvising?

I will build a custom knowledge-grounded assistant using RAG, structured retrieval, or a hybrid architecture selected for your data. The assistant can work with documentation, policies, product catalogs, training material, internal procedures, structured records, or other approved business content.

My approach goes beyond connecting a chat interface to an LLM. I separate authoritative facts from instructions and optional language aids, control which context reaches the model, add grounded fallbacks for missing information, and test the behavior with a repeatable evaluation set.

Depending on your package, the solution can include:

- document or structured-data ingestion

- RAG or deterministic retrieval

- source-aware answers

- unsupported-answer guardrails

- role-specific assistants

- FastAPI endpoints and streaming

- PostgreSQL or vector database integration

- Redis session or cache support

- automated tests, Docker, and documentation