On-Premise LLM Deployment in Quebec City
The best On-Premise LLM Deployment in Quebec City, 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.
Quebec City is the provincial capital, with a large public sector, insurance companies, video game studios, optics and photonics research and Université Laval. It is a French-first market where products, contracts and support are expected in French.
Insurers and public bodies in Quebec City face Law 25's transfer rules. A model running in a Canadian environment they control avoids moving personal information outside Quebec at all.
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 CAD, 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
AI Data Analyst
Quebec City's insurers and public bodies ask many recurring questions of structured data, and an analyst that answers in French, runs in Canada and shows its working fits Law 25's transparency expectations.
What Quebec City 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
Quebec's Law 25 applies in full: privacy impact assessments before personal information leaves Quebec, privacy by default, and notice when a decision is made solely by automated processing. Quebec's language law requires French in contracts, interfaces and documentation, and provincial public bodies follow their own access and privacy law.
Contracting and payment
You contract with an individual consultant based in India. Invoices in CAD or USD, paid by Wise or bank transfer. Your accountant treats an overseas supplier in the usual way, and any paperwork they need is provided before work starts.
Working hours
Four or more hours of daily overlap with Eastern time, calls in your morning, and same-day replies on working days.
Can everything be delivered in French?
The product, its AI responses and its user documentation can be fully French. Calls and engineering communication with us happen in English.
Does Law 25 prevent using cloud services outside Quebec?
Not outright, but transfers of personal information outside Quebec need a privacy impact assessment and adequate protection. Hosting in a Canadian region and minimising personal data in prompts makes that assessment simple.
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.