How RAG Works for Mortgage
Knowledge Ingestion
Ingest selling guides, handbooks, regulations, and internal policies into a vector database
Semantic Retrieval
When a question is asked, retrieve the most relevant passages from your entire knowledge base
Grounded Generation
AI generates answers using only the retrieved context — no hallucinations, no fabricated guidelines
Citation Chain
Every answer includes the source document, section, and page — fully verifiable by the user
Built for Mortgage Professionals
Supported Knowledge Sources
RAG Chatbot FAQ
Common questions about our RAG-powered mortgage chatbot
What is RAG and why is it better than a regular chatbot?
RAG (Retrieval Augmented Generation) grounds AI responses in your actual documents — guidelines, policies, regulations, and training materials. Unlike regular chatbots that hallucinate, RAG retrieves relevant passages from your knowledge base and generates answers based on verified source material.
What sources can the RAG chatbot use?
The chatbot can ingest Fannie Mae/Freddie Mac selling guides, FHA handbooks, VA pamphlets, state regulations, your company's internal policies, product matrices, underwriting guidelines, and any document you provide. Sources are updated automatically when new versions are published.
How accurate are the chatbot's answers?
Every answer includes citations to the source document, section, and page number. Users can verify any response against the original source. In production, our RAG system achieves 95%+ accuracy on mortgage regulatory questions with full citation chains.
Can loan officers and processors use this during live calls?
Yes. The chatbot is designed for real-time use during borrower calls, processor workflows, and underwriter reviews. Sub-second response times mean your team gets instant answers to guideline questions without putting anyone on hold.
How is the knowledge base kept up to date?
We provide automated ingestion pipelines that detect and process guideline updates from GSEs, regulators, and your internal teams. When Fannie Mae updates the Selling Guide, for example, the new content is indexed and available within hours.
Ready for Instant Mortgage Answers?
Deploy a RAG chatbot grounded in your guidelines — not guesses.