RAG Development · Edinburgh
RAG Development in Edinburgh
Retrieval-augmented generation for Edinburgh 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 Edinburgh?
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.
Working in Edinburgh
Scotland
Edinburgh is a financial capital with a strong data science community, and the festival economy creates extreme seasonal load patterns that booking and ticketing systems here have to survive every August.
Financial services and data-led work, plus seasonal systems that have to absorb enormous August load without falling over.
Sectors we work with in Edinburgh
- Financial Services
- Technology
- Tourism
- Higher Education
- Data Science
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 Edinburgh 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
- Step 1
Free consultation
A 30-minute call to understand the problem. You keep the written summary either way.
- Step 2
Proposal
Scope, timeline and a fixed price, in writing, before anything starts.
- Step 3
Build
Short cycles with regular check-ins, so you see progress rather than hear about it.
- Step 4
Launch and support
We handle the go-live and stay available afterwards.
Other services in Edinburgh
Looking for the full picture? See our RAG Development services, everything we do in Edinburgh or browse everything we do.
RAG Development in Edinburgh — 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 City of Edinburgh?
- Yes. We are based in Leicester, United Kingdom and work with clients throughout Scotland, including Edinburgh and the surrounding City of Edinburgh area. Most collaboration happens remotely, and we travel for kick-offs and key milestones.
- What kind of Edinburgh businesses do you usually work with?
- Financial services and data-led work, plus seasonal systems that have to absorb enormous August load without falling over. Beyond that we work across Financial Services, Technology, Tourism, Higher Education and Data Science.
- Do you cover the areas around Edinburgh?
- Yes — we work throughout Scotland, including Glasgow. Edinburgh is an urban area of roughly 540,000+, and we take on work across the wider City of Edinburgh region rather than the city boundary alone.
Talk to us about RAG Development in Edinburgh
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