On-Premise LLM Deployment in Montreal
The best On-Premise LLM Deployment in Montreal, 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.
Montreal is one of the world's main AI research centres, home to Mila, and has a large games, aerospace and creative industry. It is also a French-first business environment, which affects products, contracts and hiring.
Sending prompts that contain personal information to a model provider outside Quebec triggers a Law 25 privacy impact assessment. A model running in your own Canadian environment avoids the transfer altogether.
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
On-Premise LLM Deployment
Law 25's rules on transferring personal data outside Quebec make a model running in your own Canadian environment the simplest way to use AI on customer data.
What Montreal 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 is the strictest privacy regime in Canada. It requires a privacy impact assessment before personal information is transferred outside Quebec, privacy by default, and telling people when a decision about them was made exclusively by automated processing, with the right to have it reviewed by a person. Penalties can reach 4% of worldwide turnover. Quebec's language law, strengthened by Bill 96, also requires French in contracts, product interfaces and documentation for Quebec customers.
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.
Does Law 25 stop us from using AI APIs?
Not outright, but transferring personal information outside Quebec requires a privacy impact assessment and adequate protection. Many teams find it simpler to run the model in a Canadian environment they control, or to remove personal information before any call.
Can the product be in French?
Yes. Interfaces, AI responses and documentation can be built bilingual, with French treated as a primary language.
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.