Implemented here
Transparent browser retrieval
Token matching, source citations, safe fallback behaviour, intent routing, and in-session lead qualification are running in this page.
QuestionRetrieveCiteClassifyRoute
Support automation / source-aware retrieval
Answers grounded in approved business knowledge.
A working customer-support workflow that retrieves approved answers, shows sources, recognises buying intent, and prepares enquiries for follow-up—without inventing details.
4knowledge articles
4intent routes
0external API calls
Intent: general · Follow-up: not requested
Production extension
FastAPI + managed search
The repository includes a tested FastAPI implementation. A client deployment can add embeddings, CRM delivery, access control, analytics, and approved retention rules.
FastAPIRAGCRMAudit logs