// BY THE NUMBERS
What we build to.
Typical targets, measured in production.
SME-AIC-001
3 wks
Workshop to a costed AI roadmap
SME-AIC-002
8 wks
Typical RAG pilot to production
SME-AIC-003
99.6%
Uptime on pipelines we run
10 / 11AI Consulting
AI consulting in Canada, run by the architects who build it
We're a Canadian AI consulting team that designs, builds, and runs the AI systems behind your business, not slide decks.
- CCIE Data Center-led team
- Building since 2021
- Canadian data residency available
// THE WORK
AI consulting, three pillars, one operator.
One Canadian team takes your AI from idea to a running system.
- 1
Strategy and roadmap
We score your use cases, size the payoff, and hand you a costed AI roadmap you can actually fund.
- to a costed roadmap
- 3 wks
- 2
Build and integration
We build the thing: generative AI, RAG implementation, and enterprise AI solutions wired into your stack.
- median pilot to production
- 8 wks
- 3
MLOps and run
We keep it live with MLOps services: monitoring, retraining, and drift checks you can see.
- pipeline uptime we run
- 99.6%
// THE PROOF
Built to last. Evidence over slideware.
Good AI consulting services ship a working system your team trusts, measure the result, and cut the cost per query.
// IN PRODUCTION
AI that earns its keep, in Canada.
We don't ship a model and walk away. We wire it into the work, watch it in production, and own the number it moves. If an AI system can't be measured, monitored, and rolled back, we won't put it in front of your customers.
- CCIE Data Center
- CCIE Security
- CCDE Design
- Canadian data residency
// THE DEEP DIVE
AI consulting in Canada, made real.
I run our AI consulting practice, so this is written by the engineer who'll sit across from your Canadian team.
Start with a real problem.
Good starts with a real problem, not a model. We name the decision or task the AI has to move, then pick the smallest system that moves it: a retrieval layer over your own data, a fine-tuned model, or plain automation. Generative AI consulting only pays off when the output is grounded in your data, checked against ground truth, and cheap enough per query to run every day.How we work.
Here's how we work. A senior engineer scopes the build, ships a pilot fast, then hardens it. Most of your risk isn't the model, it's the plumbing around it: messy data, no rollback plan, and costs that balloon at scale. As a Canadian AI consulting firm, we price the run before the build, so the bill won't surprise you in month three.Inference graph
// THE METHOD
How an AI strategy consulting project runs.
We sequence the work so you see value early and risk stays small. Week one is a working session, not a sales call. We look at your data, your goals, and your constraints, then agree on one use case worth building. From there we pilot, measure, and only scale what the numbers back. Every SMEnode engagement runs this way, across Canada.
- Step 01
Scope and score
We run a working session with the people who own the problem. Out of it comes one use case, a rough cost to build and run, and a clear line on what success looks like. No 40-page strategy binder.
- Step 02
Pilot
A senior engineer builds a working pilot on your real data, not a demo on toy data. You get something you can click, test, and show your team inside a few weeks.
- Step 03
Harden
We add the boring parts that keep it safe: access controls, logging, cost caps, and a rollback path. This is where a pilot becomes a system you can trust.
- Step 04
Run or hand off
You choose: we run it for you with monitored MLOps, or we train your team and hand over the keys with docs. Either way, we agree the metric we're moving up front, and we report against it every month.
// QUESTIONS
AI consulting questions, answered straight.
These are the questions CTOs actually ask us. Answers are written by the engineer who runs the work, not a marketing team.
AI consulting is help scoping, building, and running AI systems that move a real business number. A good AI consulting company doesn't just advise. It builds. At SMEnode, the same senior engineers who plan your roadmap write the code, wire it to your data, and keep it running after launch.
Most projects show a working pilot in about 8 weeks, and a costed roadmap lands in roughly 3 weeks. Cost depends on scope, but we price the build and the monthly run before you commit, so there's no surprise bill. Small, sharp projects start lower than a full platform build. We'll give you a fixed range after the first session.
Yes. Canadian data residency is available, so your data can stay in Canada when that matters. On regulation: as of 2026 Canada has no AI-specific federal law in force. The Artificial Intelligence and Data Act died when Parliament was prorogued in early 2025, and no successor has been tabled yet. So we build to what applies now: PIPEDA, provincial privacy law, and sector rules. (Source: Schwartz Reisman Institute, 2025.)
Both. We work with small and mid-market teams as well as enterprise and government. AI consulting for small businesses usually means one sharp use case, a tight budget, and fast payback, so we scope smaller and skip the heavy platform. The same senior engineers do the work, whether you're a 15-person shop or a 5,000-seat organisation.
A working AI system, not a report. You get the running software, the data pipelines behind it, plain-English docs, and a dashboard for the metric we agreed to move. If we run it, you get monitoring and monthly reporting. If you run it, your team gets trained and holds the keys. Either way, you own the code.
// KEEP EXPLORING
Where this work connects.
These disciplines share the same senior team and tend to land together. Follow the thread to the next one.
- 06AUTOMATEDevOps Consulting ServicesBased in Canada, we design, build, and run the DevOps consulting services behind your CI/CD and infrastructure automation.
- 08MANAGEDManaged IT ServicesManaged IT services across Canada: we monitor, secure, and operate your infrastructure so your team builds, not firefights.
- 03CLOUDCloud Migration ServicesSMEnode delivers cloud migration services across Canada: we assess, move, secure, and run your AWS and Azure workloads.