On-Premise LLM Deployment in Munich
The best On-Premise LLM Deployment in Munich, 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.
Munich's economy is built on large engineering and financial corporations: carmakers and their suppliers, industrial technology groups, and some of the world's biggest insurers and reinsurers. Software here is bought by corporate IT and procurement departments with long qualification processes, and the startup scene around the Technical University of Munich often sells deep tech into those same corporations.
For a Munich insurer or a car supplier, the AI question is whether claims files or engineering documents can leave the company boundary at all. A private model inside your own infrastructure or EU cloud account, with logs you control, lets those teams use AI on data that a shared API could never touch.
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
Munich's insurers and engineering groups hold some of the most sensitive data in Europe, from claims files to unreleased designs, and they rarely allow it to reach a shared model API.
What Munich 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 and the BDSG apply, and private companies in Bavaria are supervised by the Bavarian State Office for Data Protection Supervision (BayLDA). Works council co-determination under Section 87(1) no. 6 of the Works Constitution Act is routine in Munich's large employers, so any tool that can monitor staff needs early agreement. Automotive suppliers are usually asked for a TISAX assessment, and vehicle software falls under the UNECE R155 cybersecurity rules. Insurers have applied DORA since January 2025, which replaced BaFin's VAIT for firms in its scope. Germany's NIS2 act has applied since December 2025. The EU AI Act has been in force since August 2024: general-purpose model rules applied from August 2025 and transparency duties from August 2026, while the 2026 Digital Omnibus moved the main high-risk obligations to December 2027 for stand-alone systems such as hiring or credit scoring, and August 2028 for AI built into regulated products.
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 you work with a TISAX or corporate IT qualification process?
Yes, on the engineering side. That means documented architecture, named limited-privilege access in your accounts, and evidence for your security questionnaire. The assessment itself belongs to your organisation, and we supply the technical material it needs.
Can the model run on our own hardware in Bavaria?
Yes. A private deployment can run on servers you own or in an EU region of your cloud account. Nothing is sent to a third-party model provider, and you keep the weights, configuration and logs after handover.
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.