Skip to content

RAG Development · Lisburn

RAG Development in Lisburn

Retrieval-augmented generation for Lisburn organisations — answering questions from your own documents rather than from a model's general training. RAG is the right default for most business AI, and the part that determines whether it works is retrieval quality, not the model sitting behind it.

Why this comes up

The problem

The answers people need are in documents nobody can find. A general AI tool answers confidently from training data instead, which is worse than not answering at all.

What you get

What we deliver

  • Documents ingested from where they actually live — SharePoint, Drive, a shared folder
  • Chunking tuned to your content, since the default settings suit nobody in particular
  • Retrieval evaluated on its own, before any answer generation is involved
  • Answers with citations back to the source passage, so people can verify
  • Permission filtering, so retrieval respects who is allowed to see what
  • Logging of questions and retrieved passages, which is how quality improves

Want this scoped for your business in Lisburn?

Thirty minutes, no charge, no sales script. You leave with a written summary of what rag development would actually involve — whether or not you use us.

Book a 30-minute call

Working in Lisburn

Northern Ireland

Lisburn functions largely as a commercial satellite of Belfast, with a strong retail and light manufacturing base serving both the city and the surrounding County Antrim area.

Retail and light manufacturing systems for businesses serving the greater Belfast catchment.

Sectors we work with in Lisburn

  • Manufacturing
  • Retail
  • Logistics
  • Food Production
  • Professional Services

What we work with

Technologies and platforms

  • Anthropic Claude
  • OpenAI
  • pgvector
  • Python
  • TypeScript

Who we work with

Industries we serve

  • Professional services
  • Legal
  • Healthcare
  • Manufacturing
  • Education

Why us

Why Lisburn businesses choose Asionis

  • Projects typically launched within 4–8 weeks
  • No long-term contracts required
  • All team members UK-based
  • Dedicated account manager and development team
  • Transparent reporting with monthly performance metrics
  • Scalable from startup to enterprise

How we work

  1. Step 1

    Free consultation

    A 30-minute call to understand the problem. You keep the written summary either way.

  2. Step 2

    Proposal

    Scope, timeline and a fixed price, in writing, before anything starts.

  3. Step 3

    Build

    Short cycles with regular check-ins, so you see progress rather than hear about it.

  4. Step 4

    Launch and support

    We handle the go-live and stay available afterwards.

RAG Development in Lisburn — common questions

Why do RAG systems give poor answers?
Almost always retrieval, not the model. If the right passage was never fetched, no model can answer from it. Measuring retrieval separately — does the correct chunk appear in the top results — finds the problem far faster than changing prompts.
How should documents be split?
It depends on their shape. Contracts, manuals and email threads all behave differently, and fixed-size splitting cuts through the exact sentence that mattered. Chunking sounds like a detail and is one of the highest-leverage decisions in the build.
Can it respect our permissions?
Yes, and it must — retrieval should filter to what the person asking is entitled to see, at query time. A RAG system built without this becomes a very effective tool for reading documents you were not meant to read.
Is RAG better than fine-tuning for company knowledge?
For facts, yes, and it is not close. Updating a document is instant; retraining a model is not. Fine-tuning shapes how a model responds, retrieval determines what it knows — and company knowledge is a knowing problem.
Do you work with businesses across County Antrim?
Yes. We are based in Leicester, United Kingdom and work with clients throughout Northern Ireland, including Lisburn and the surrounding County Antrim area. Most collaboration happens remotely, and we travel for kick-offs and key milestones.
What kind of Lisburn businesses do you usually work with?
Retail and light manufacturing systems for businesses serving the greater Belfast catchment. Beyond that we work across Manufacturing, Retail, Logistics, Food Production and Professional Services.
Do you cover the areas around Lisburn?
Yes — we work throughout Northern Ireland, including Belfast, Newry, Bangor. Lisburn is an urban area of roughly 120,000+, and we take on work across the wider County Antrim region rather than the city boundary alone.

Talk to us about RAG Development in Lisburn

A 30-minute call with someone who would actually work on it. No sales script, no obligation.

  • Projects typically launched within 4–8 weeks
  • No long-term contracts required
  • All team members UK-based
  • Dedicated account manager and development team
  • Transparent reporting with monthly performance metrics
  • Scalable from startup to enterprise

Or reach us directly

07707 771599admin@asionis.com

Leicester, United Kingdom