Hire AI/ML developers for your team in Canada

Start with the business problem. A good developer agrees how success will be measured on real examples before choosing a model; that measure might be accuracy, time saved or the error rate.

• Model choiceAssess whether a large language model API, a model trained on your own data or straightforward rules suit the task.
• Data preparationClean and label examples, separate training and test data correctly, and check for bias and leakage between the sets.
• Document answersSplit source documents, create embeddings, store them in a vector database and pass relevant passages to a model with citations.
• Production monitoringTrack quality, response time, usage and drift as the data your product encounters changes.
• Data privacyDecide what goes to a model provider, what is stored, who reads logs and whether a self-hosted model is safer.

You work with developers who already contribute to our client projects, with a lead who reviews code and keeps the work on track. They are not freelancers sourced for your brief.

1. 01

   Choose capacity

   Hire full time, part time or for a fixed number of hours a month, according to the work you want to assign.

2. 02

   Join your workflow

   Developers work in your repository, tickets and stand-ups. We agree the hours of overlap before work starts.

3. 03

   Set up access

   Give each developer an individual account with only the permissions needed. Start in staging and add production access after the review process is in place.

4. 04

   Walk through the system

   Share the architecture, coding standards, branching and release process, plus instructions for running the project locally. Record gaps as they come up.

5. 05

   Start with real work

   Plan an environment setup, a product and code walkthrough, and a small task that touches the main parts of the system.

If your feature sends personal information abroad for processing, people need clear information about foreign processing and possible access by that country’s law enforcement and national security authorities. We set up a notice that explains those points in language your users can understand.

If personal information is communicated outside Québec, your business must conduct a privacy impact assessment and have a written contract with the recipient. We map the information the feature sends so you can assess the transfer and put the agreed protections into the build.

A little preparation gives a developer real work to start and a clear route to approval.

• Rank the backlog or describe the first tasks, so the developer knows what to pick up.
• Name the skills and seniority needed, including any framework or legacy system experience.
• Set out your working hours, the overlap you need and who will answer questions.
• Define donestate the review rules, expected tests, deployment process and who approves work.