RAG development · Edinburgh

RAG development services in Edinburgh

Senior engineers on your morning and lunchtime hours, UK GDPR built in, and a fixed price before we start.

Clarigo Infotech builds retrieval-augmented generation (RAG) systems: AI search and assistants that find the right information in your documents, databases and knowledge base, then answer with sources. RAG keeps answers accurate and current without retraining a model, and respects who is allowed to see what.

UK businesses most often hire us for AI automation for service businesses, logistics software and fast MVPs for startups.

Share

10+

Years of delivery

600+

Projects delivered

20+

Countries served

25-30

Days to a live MVP

Get a free consultation

Tell us what you need. A senior engineer replies within one working day.

No obligation. We reply within one working day.

What matters to Edinburgh teams

Value, clarity and no surprises

UK and Irish buyers want straight answers on cost, timelines and data. We give a written quote, weekly demos and plain-English reporting.

01

Fixed price, agreed up front

A written scope and quote after a free call, so the budget is settled before any work starts.

02

UK GDPR and data protection

UK or EU hosting, data processing agreements and privacy built into the design.

03

Weekly progress you can see

Working software every week and access to the code from day one.

04

Support after launch

The same team stays on with guaranteed response times, not a hand-off to strangers.

What we do

What we build with RAG

Chat with your documents

Ask questions across PDFs, policies, manuals and contracts and get answers with citations.

Enterprise knowledge assistants

One place for staff to find answers across Google Drive, SharePoint, Confluence and more.

Customer support answers

Grounded answers for support teams and chatbots, drawn from your help centre and product data.

Search over structured data

Combine document search with SQL and APIs so answers include live numbers.

Permission-aware retrieval

Users only get answers from content they are allowed to see.

Evaluation and tuning

Test sets that measure retrieval and answer quality, and tuning until they pass.

In depth

How we approach RAG development

Why RAG instead of fine-tuning

Fine-tuning changes how a model writes; RAG changes what it knows at the moment it answers. For most business questions RAG is cheaper, easier to update and easier to audit, because every answer points to its source.

Getting retrieval right

Quality depends on how documents are cleaned, split, embedded and searched. We use hybrid search (keyword plus vector), re-ranking and metadata filters, and test retrieval separately from the final answer.

Keeping it current and secure

Connectors keep the index in sync as documents change, and access rules from your source systems are applied at query time so nobody sees what they shouldn't.

Measured, not guessed

We build a test set of real questions with expected answers and track accuracy, citation quality and 'I don't know' rates, so you can see improvement and catch regressions.

Working with us from Edinburgh

Remote, but close to Edinburgh

Time-zone overlap

The UK and our team in India share four to five working hours every day, so stand-ups, calls and quick decisions happen during your morning and early afternoon.

UK GDPR

We design products to UK GDPR principles: data minimisation, clear consent, access controls, encryption and data stored in the UK or EU when you need it. We sign NDAs and data processing agreements before work starts.

Billing

Invoices in British pounds (GBP) or US dollars. Typical senior rates are $25 to $49 (USD) per hour, or a fixed price for a defined scope.

Sectors · Edinburgh

Built for Edinburgh's key sectors

Edinburgh and Glasgow fintech and SaaS companies work with us for senior engineering capacity on web, mobile and AI products, built with UK GDPR in mind.

Financial services and fintech

London banks and challengers need secure, FCA-compliant digital products. AI here usually means faster reporting, fewer manual steps and better customer replies.

Professional services

Law and consulting firms automate document-heavy workflows. We start with one costly process and automate it end to end.

Retail and e-commerce

High online shopping adoption makes store performance decisive. We build AI agents, assistants and automation around these workflows.

Creative industries

Media and agencies adopt generative AI for content production. AI here usually means faster reporting, fewer manual steps and better customer replies.

Edinburgh time · London

How the hours line up

Our team's hours, in Edinburgh time

04:30–14:00

Monday to Friday

Overlap with your working day

09:00–14:00

About 5 hours every day

Daily stand-up

09:30

Edinburgh time, plus written updates every evening

Local setup

Built for how Edinburgh works

Messaging channels

WhatsAppSMSLinkedIn

Languages

English

Local payments

StripePayPalApple Pay

Data hosting

AWS Europe (London), Google Cloud europe-west2 (London) and Azure UK South, in your own cloud account, so data stays where your rules require.

Process

How it works

Week 1: discovery and design

We agree the use case, success measures and data, and show you a clickable design.

Weeks 2-3: build and integrate

We build, connect it to your systems and data, and demo working software every week.

Week 4: test and launch

We test with real cases, add monitoring and guardrails, then go live.

After launch: improve and scale

The same engineers keep tuning quality, cost and features as usage grows.

FAQ

RAG development services: questions from Edinburgh

Do you work with companies in Edinburgh?+

Yes. Clarigo Infotech works with companies across Edinburgh, including Edinburgh, Glasgow, Livingston, as part of clients in 20+ countries. UK businesses most often hire us for AI automation for service businesses, logistics software and fast MVPs for startups. We work remotely from India with one in-house team.

What time-zone overlap do we get from Edinburgh?+

The UK and our team in India share four to five working hours every day, so stand-ups, calls and quick decisions happen during your morning and early afternoon.

How do you handle UK GDPR?+

We design products to UK GDPR principles: data minimisation, clear consent, access controls, encryption and data stored in the UK or EU when you need it. We sign NDAs and data processing agreements before work starts.

Which currency do you bill in, and what does it cost?+

We bill in British pounds (GBP) or US dollars. Senior engineers typically cost $25 to $49 (USD) per hour, and fixed-scope projects such as an MVP in 25 to 30 days are quoted after a free consultation.

Do you work with financial services and fintech companies?+

Yes. Financial services and fintech is one of Edinburgh's key sectors, and we build AI agents, assistants and automation around these workflows.

What time are your meetings in Edinburgh time?+

Our team works 04:30–14:00 Edinburgh time, so we overlap with your day from 09:00–14:00. Daily stand-ups are usually at 09:30 your time.

Can you build in English?+

Yes. We build interfaces and content in English, and test them with native speakers before launch.

How long does a RAG project take?+

A focused RAG assistant over one set of sources typically goes live in 25 to 30 days, including a test set to measure quality.

What is RAG (retrieval-augmented generation)?+

RAG is a way of building AI assistants that first search your own documents and data for relevant information, then use a language model to answer from what was found, usually with citations.