Question 1

What is Private Data RAG Systems?

Accepted Answer

Connect LLMs to your private data with advanced RAG techniques for secure, accurate insights tailored to your business needs — from GraphRAG and contextual RAG to Text2SQL over your databases.

Question 2

What does Lumino deliver as part of Private Data RAG Systems?

Accepted Answer

GraphRAG, Self-RAG, Contextual RAG, CAG implementations, Advanced RAG with cache optimization, Text2SQL integration for database queries, Secure private data connections, Vector database solutions and Custom fine-tuned LLM models.

Question 3

Which technologies do you use for Private Data RAG Systems?

Accepted Answer

Typical tools include RAG, GraphRAG, LangChain, Pinecone, pgvector, PostgreSQL and Text2SQL — we choose the stack after reviewing your data, systems and constraints.

Question 4

What are common use cases for Private Data RAG Systems?

Accepted Answer

Knowledge assistants, Customer service Q&A, Asset management research and Text-to-dashboard. See our case studies for examples delivered in production.

Question 5

Do you offer Private Data RAG Systems in USA, Canada, Singapore, UAE and India?

Accepted Answer

Yes. Lumino delivers generative & agentic ai services to clients in USA, Canada, Singapore, UAE and India — as a fixed-scope project, time & materials, or a dedicated team.