Skip to content
VOGLER CONSULTING.

Service · Data & Analytics

Enterprise RAG Deployment

Enterprise-scale RAG: every document at your fingertips.

Every PDF, document, scan, and knowledge artefact in your organisation becomes searchable and citable. We build retrieval-augmented generation systems engineered for high-fidelity answers: chunking strategies tuned to your content, grounded citations, hallucination guardrails, and access control.

The situation

The value rarely sits in finding things. It sits in trust. A system that returns plausible-sounding answers without a source anyone can check stops being used after two weeks. One that surfaces documents the person asking is not allowed to see gets switched off.

How we work

  1. 01

    Corpus and access model

    We review which holdings should genuinely be opened up, and inherit your existing permissions rather than reinventing them.

    Deliverable: Ingestion plan with an inherited permission model

  2. 02

    Ingestion and preparation

    Processing PDFs, scans, office documents, and knowledge artefacts, with chunking strategies tuned to your content rather than to a standard recipe.

    Deliverable: Production ingestion path across the relevant holdings

  3. 03

    Answer quality and evidence

    Answers with a checkable source, guardrails against invention, and an honest answer when the corpus does not support one.

    Deliverable: Grounded answers with citations and hallucination guardrails

  4. 04

    Evaluation and operation

    A test set of real questions from your business units, against which every change is checked, plus monitoring in live operation.

    Deliverable: Evaluation set, quality metrics, and operational monitoring

What you get

  • · A searchable and citable knowledge base across formats
  • · Answers with sources rather than plausible assertions
  • · Access control that respects the permissions you already have
  • · An evaluation set of real questions and continuous quality measurement
  • · Operation in your environment, cloud or on-premises

Engagement

Duration
Depends on corpus size and format variety. We start with a bounded corpus.
Getting started
A conversation about holdings, formats, and the permission landscape.
Who is involved
  • · Business units as the source of real questions and for sign-off
  • · Document and system owners for holdings and permissions
  • · Data protection and security for access and logging
Format
  • · Start with a bounded corpus, then widen step by step
  • · Quality is measured, not asserted
  • · Operation in your environment, cloud or on-premises

Ready to start?

Let’s talk about your project.

Get in touch →