On-Premise LLM Deployment in Warsaw
The best On-Premise LLM Deployment in Warsaw, at the best available price.
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.
Warsaw is Poland's financial and corporate centre, with the Warsaw Stock Exchange, major Polish banks, a dense cluster of shared service and technology centres, and well-known game studios. Poland has a deep pool of strong engineers, so Warsaw buyers mostly look for specific skills, such as private AI deployment, that their teams have not built yet.
Polish banks and insurers weigh KNF cloud guidance and DORA's third-party risk rules before any AI pilot. A model on your own GPUs or in a Polish or EU region of your account, with documented access and logs, gives your risk and compliance teams something concrete to approve.
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
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.
Who builds here
On-Premise LLM Deployment
Warsaw's banks, insurers and their technology centres already have strong engineers, but serving a model reliably on their own hardware under KNF and DORA expectations is specialist work. That gap is exactly what the private LLM engagement fills.
What Warsaw companies build with us
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.
Three stages, nothing hidden.
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.
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.
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.
What actually applies here.
Regulation and data
GDPR is enforced by UODO (Urząd Ochrony Danych Osobowych). Poland's banks and insurers answer to the KNF, whose guidance on cloud outsourcing sits alongside DORA, in force for financial entities since January 2025. Poland transposed NIS2 through an amendment to the Act on the National Cybersecurity System, signed in February 2026. Its Act on Artificial Intelligence Systems entered into force on 27 July 2026, creating a new supervisor, the Commission for the Development and Security of Artificial Intelligence (KRiBSI), with some provisions applying from late October 2026. EU AI Act transparency duties apply from August 2026 and most high-risk obligations from December 2027.
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.
Why use you when Warsaw has so many good engineers?
Often you should hire locally. Where we help is specialist work your team has not done before, such as serving a model on your own GPUs or building an AI analyst with strict access controls, done once properly and handed over with documentation.
Can you meet KNF and DORA expectations?
We build to your outsourcing and ICT risk requirements: named limited-privilege access, infrastructure in your own accounts, audit logs and an exit plan with all access removed at handover. Your compliance team keeps the regulatory assessment, and we supply what it needs.
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.
Private LLM Infrastructure
Self-hosted LLM deployment on hardware you own. vLLM serving, private networking, validated output.