Unifying fragmented enterprise knowledge in one cited AI assistant

Reference architecture overview

A RAG architecture connecting PDFs, wikis, tickets, and product documentation through permission-aware retrieval and citation.

This is not a client case study. It is a Valnox Labs reference architecture created to show production-oriented technical decisions transparently; it does not claim a delivered engagement or verified client outcome.

Data volume, latency targets, access controls, failure cost, and existing systems differ in every implementation. These layers are therefore not a recipe to copy unchanged; they identify the decisions that discovery must measure and validate. A production scope becomes concrete only with representative data, explicit success criteria, and an accountable operational owner.