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Human expertise for
more reliable AI.

We create training data, evaluate model outputs and give your team the expert feedback to improve them.

Explore our approach

Powerful models need expert judgment.

Models are powerful, but turning them into reliable systems is the challenge.

  • Object labels
  • Motion tracks
  • Zone boundaries
Forklift, material stacks and travel zone annotated in an industrial yard
  • Expert review
  • Corrections
  • Training data

We help turn models into reliable systems.

Expert training data. Rigorous evaluation. Clear feedback for your AI team.

Our training and evaluation process

Our training and evaluation process

Expert training data

We turn professional knowledge into examples AI teams can use to train and improve their models. Our experts write realistic tasks, produce reference answers and correct model responses.

  • Domain-specific tasks and reference answers
  • Data annotations and classifications
  • Response comparisons and preference ratings
  • Corrections with supporting explanations

Each dataset is reviewed for accuracy, consistency and relevance to the intended use case.

AI model evaluation

Our experts test model responses for accuracy, reasoning and professional standards. We identify errors, explain their significance and provide feedback your team can use to improve the system.

  • Scoring criteria for your use case
  • Expert ratings supported by evidence
  • Error analysis and corrected responses
  • Evaluation reports for model comparison and development

Evaluation can support model selection, testing before deployment and ongoing performance review.

Expert selection and quality review

Match the expertise

Review professional experience and assess the specialist knowledge required for the project.

Prepare the reviewers

Test the instructions on a shared sample and resolve differences in interpretation before production.

Review the work

Check annotations and evaluations against the scoring criteria. Use additional expert review to resolve material disagreements.

Deliver the results

Provide structured data, review findings and documented limitations in the formats your team needs.

Canadian experts and project delivery

Our network is built around professionals working in Canada. Projects can use remote work or a controlled environment, depending on the task and the client’s requirements.

Before work begins, we confirm data access, permitted tools, storage, retention and ownership of the outputs. Data residency and other sovereign requirements are established for each project.

Discuss your AI data project

Tell us what your model needs to do and where expert input is needed.

Project enquiries