RAG development · Sweden

RAG development services in Sweden

GDPR-first, fully documented and hosted in the EU, with a senior team working your morning hours.

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.

Swedish companies most often hire us for SaaS, mobile apps and AI products.

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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 Sweden teams

Privacy, quality and clear documentation

European teams tell us they want a partner who treats data protection and quality as the starting point, not an add-on. That is how we work.

01

GDPR by design

Data minimisation, consent, EU hosting and a signed data processing agreement before any personal data is touched.

02

Documentation you can audit

Written specifications, architecture notes, test reports and handover documents, so your team or auditors can follow every decision.

03

Accessible by default

Interfaces built to WCAG guidelines, helping you meet the European Accessibility Act for digital products and services.

04

Predictable contracts

Fixed scope and price, clear milestones and acceptance criteria, and full ownership of the code and IP.

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 Sweden

How we work with Sweden clients

Time-zone overlap

Swedish and Indian working days overlap by three and a half to four and a half hours, so your team is online for stand-ups and calls every morning your time.

The GDPR and the Swedish Data Protection Act

We design to the GDPR and Sweden's supplementary Data Protection Act: data minimisation, consent, access controls, encryption, EU hosting and a data processing agreement signed before work starts.

Billing

Invoices in Swedish kronor (SEK), euros or US dollars. Typical senior rates are $25 to $49 (USD) per hour, or a fixed price for a defined scope.

Sectors · Sweden

Where we help Sweden businesses most

Swedish product companies work with us for clean, well-designed SaaS, mobile and AI products, with open communication, weekly demos and GDPR-aware engineering.

Music, gaming and digital media

Stockholm studios ship global consumer apps. We start with one costly process and automate it end to end.

Fintech

Near-cashless society expects frictionless digital payments. We build AI agents, assistants and automation around these workflows.

Automotive and industrial

Manufacturers invest in connected products and electrification. AI here usually means faster reporting, fewer manual steps and better customer replies.

Cleantech

Green steel and battery projects need data platforms. We start with one costly process and automate it end to end.

Swedish time · Stockholm

Meetings in your time zone

Our team's hours, in Swedish time

05:30–15:00

Monday to Friday

Overlap with your working day

09:00–15:00

About 6 hours every day

Daily stand-up

09:30

Swedish time, plus written updates every evening

Local setup

Local platforms and setup

Messaging channels

MessengerWhatsAppLinkedIn

Languages

SwedishEnglish

Local payments

SwishKlarnaBankID-backed bank payments

Data hosting

AWS Europe (Stockholm) and Azure Sweden Central, 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 Sweden

Do you work with companies in Sweden?+

Yes. Clarigo Infotech works with companies across Sweden, including Stockholm, Gothenburg, Malmo, as part of clients in 20+ countries. Swedish companies most often hire us for SaaS, mobile apps and AI products. We work remotely from India with one in-house team.

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

Swedish and Indian working days overlap by three and a half to four and a half hours, so your team is online for stand-ups and calls every morning your time.

How do you handle the GDPR and the Swedish Data Protection Act?+

We design to the GDPR and Sweden's supplementary Data Protection Act: data minimisation, consent, access controls, encryption, EU hosting and a data processing agreement signed before work starts.

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

We bill in Swedish kronor (SEK), euros 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 support Messenger?+

Yes. Customers in Sweden often prefer Messenger and WhatsApp and LinkedIn, so we connect chatbots, notifications and support flows to them.

Do you work with music, gaming and digital media companies?+

Yes. Music, gaming and digital media is one of Sweden's key sectors, and we start with one costly process and automate it end to end.

What time are your meetings in Swedish time?+

Our team works 05:30–15:00 Swedish time, so we overlap with your day from 09:00–15:00. Daily stand-ups are usually at 09:30 your time.

Will people see documents they shouldn't?+

No. We apply the same permissions as your source systems at query time, so each user only gets answers from content they can access.

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.