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Private LLM infrastructure
Svenska

On-Premise LLM Deployment in Stockholm

The best On-Premise LLM Deployment in Stockholm, at the best available price.

$0 upfrontPay per accepted checkpointSenior engineer, no agency markup

You have the GPU and you have the model. What is missing is the leg in between: the model exposed as a reliable private API, reached securely from your application, returning data you can trust. That is the whole engagement.

Stockholm has produced a run of global consumer, gaming and fintech companies, and its startup scene sits beside large telecom and industrial groups and a public sector that digitised early. Buyers tend to be engineering-led and consensus-driven: the team is involved in the decision, documentation in English is expected, and public bodies and their suppliers review Swedish secrecy rules carefully before data goes into a US-owned cloud.

Suppliers to Swedish agencies, regions and municipalities are often asked whether a US provider could be compelled to hand over data. A model served from your own account in a Swedish or EU region, with no outbound calls, lets that question be answered plainly for the client's lawyers.

What you get

  • vLLM serving tuned to your GPU: quantisation on the native kernel path, KV cache sizing, continuous batching, prefix caching
  • A private network path with no public exposure, verified as a direct peer connection rather than a relay
  • Schema-constrained responses plus a deterministic QA gate, so a wrong answer is rejected rather than rendered
  • Documented baseline: tokens per second, time to first token, real concurrent capacity
  • Infrastructure as code in your repository, a runbook, and every credential held by you
Fixed-fee assessment, credited in full against the build.

No upfront payment and no escrow required. You hold every dollar until a checkpoint is delivered and accepted, and thirty days of defect correction is included. Scope and price are set on a call.

Invoiced in USD or EUR, payable by Wise or bank transfer.

Request a callback

You speak to the engineer who does the work. No sales rep, no deck.

No spam and no sales team. You talk directly to Neeraj.

Stockholm, Sweden

Who builds here

KTH Royal Institute of TechnologyKista Science City and the Ericsson telecom clusterFintech, payments and Nasdaq StockholmKarolinska Institutet and life sciences
Best fit in Stockholm

AI Development Company

Stockholm companies usually have capable engineering teams already. What they tend to lack is someone who has shipped retrieval, agents and evaluation in production, which is a specialist layer one senior engineer can add without disturbing the team.

A single GPU server lit in a dark data-centre aisle, the hardware a self-hosted model runs on
Architecture diagram of a private LLM deployment inside your network: your application calls a backend gateway, which reaches a vLLM model server running an open-weights model on your GPU over a private encrypted network with no public endpoint. Every response passes a deterministic validation gate before it returns to the application. Secrets sit in a managed store, the model port is bound to a private interface, output is review-only, and third-party model APIs are not used.
The request never leaves your network, and nothing reaches your users without passing the validation gate.
How you pay

Get it built at $0.

That is not a discount. It is when you pay. The work is split into checkpoints with acceptance criteria written down before anything starts, and each checkpoint is invoiced only after you have seen it and accepted it. No deposit.

$0 to start
You hold every dollar until a checkpoint is delivered and you accept it. No approval, no invoice.
Fixed cost, unlimited features
Or hire the team outright: one fixed monthly cost, unlimited feature development, any stack.
The engineer takes your call
The person on your first call is the one who architects and writes it. No account managers, no bench time.

A US agency quotes $50,000 to $150,000 for the same build and asks for 40 to 50% of it before a line is written. Account managers, project managers, sales commission and bench time. None of it appears in your product.

How it works

Three stages, nothing hidden.

01

Fixed-fee assessment

Five business days from the day access is in place. Your stack examined end to end, existing work classified as preserved or replaced with reasons, the connection design, and acceptance criteria written as testable statements.

02

Implementation in checkpoints

Around three weeks. Each checkpoint has written acceptance criteria agreed before work starts, and is invoiced only after you accept it. Appoint an independent technical reviewer if you want one.

03

Handover and closeout

One real request through your real application, on synthetic data, passing every QA rule. Runbook, recorded handoff, and all our access removed with written confirmation.

Working in Stockholm

What actually applies here.

Regulation and data

GDPR is enforced in Sweden by IMY (Integritetsskyddsmyndigheten), and financial firms answer to Finansinspektionen, with DORA applying to them since January 2025. NIS2 is transposed through the Cybersecurity Act (cybersäkerhetslagen), in force since 15 January 2026, with entities registering through the Swedish Civil Defence Agency. Public bodies also work under the Public Access to Information and Secrecy Act, which is why cloud and AI outsourcing in the Swedish public sector gets close legal review. The EU AI Act has applied in stages since August 2024; transparency duties apply from August 2026, and the 2026 digital omnibus moved most high-risk obligations to December 2027. Sweden's supplementary AI law, with PTS proposed as the coordinating authority, is worth checking for its current status before you rely on it.

Contracting and payment

You contract with an individual consultant based in India. Invoices in EUR or USD, paid by Wise or bank transfer. Your accountant handles an overseas supplier in the usual way, and any documentation they need is provided before access is granted.

Working hours

Four or more hours of daily overlap across your morning, Central European time, with same-day replies on working days.

Can the AI run in Sweden?

Yes. We deploy into a Swedish or other EU region of your own cloud account, or onto servers you control, and the model, the serving layer and the logs stay there. For public sector work we document the setup so your legal team can assess it against the Secrecy Act.

How do the working hours fit a Stockholm team?

Four or more hours of daily overlap across your morning, Central European time, which covers stand-ups, reviews and planning calls. Replies come the same working day, and the rest of the work is written up so your team can pick it up in the afternoon.

We already have hardware and a model running. Is that a problem?

It is the ideal starting point. Existing work is classified during the assessment as preserved unchanged, preserved with changes, or replaced, with reasons, and nothing is replaced without your written agreement.

Can it be fully air gapped?

Yes, including model and dependency mirroring, offline updates and local evaluation, with no outbound network access at all.

Who holds the accounts?

You do, throughout. Cloud accounts are created and held by you, our access is named and limited-privilege, and it is removed at handover with written confirmation.