Experts across all disciplines.

Our contributors know their fields and know how to train AI. They turn professional and research expertise into data that models can learn from.

We’re continuously building our team and looking for more experts across these fields and beyond.Bring your expertise

Meet our experts.

Example work

Coding & Terminal

Our software engineers bring experience building and debugging software to AI training. They work with code, terminals and tools, writing tasks, reference solutions and tests that show whether a model’s work holds up.

Example work
  • Software engineering
  • Terminal and tool use
  • Test harnesses
  • Debugging and verification

STEM

Our STEM contributors include PhDs and practising engineers with backgrounds in mathematics, science and engineering. They apply that knowledge to AI training, working through calculations, checking assumptions and reviewing how a model reaches its answer.

Example work
  • Mathematical reasoning
  • Physics and engineering
  • Scientific modelling
  • Numerical checks

Social Sciences

Our social science contributors include authors, social scientists and PhDs with AI training experience. They work with research evidence and human behaviour, helping models handle questions that require interpretation, context and judgment.

Example work
  • Rubric design
  • Preference comparisons
  • Qualitative evaluation
  • Reviewer calibration

Medicine

Our medical contributors bring MD backgrounds and AI training experience to clinical information. They work through records, medical coding and guidelines, checking whether a model’s conclusions are supported by the evidence.

Example work
  • Clinical reasoning
  • Coding and claims
  • Chart review
  • Guideline reasoning

Finance

Our finance experts combine experience in high finance with hands-on work training AI. They bring that perspective to markets, valuation and financial reporting, checking both the numbers and the reasoning behind a model’s answer.

Example work
  • Markets and instruments
  • Valuation and reconciliation
  • Financial reporting
  • Audit trails

Generalists

Our generalists have worked across AI training projects as contributors, reviewers and project leads. Their experience spans research, writing, finance and tool use. They know how to follow a brief, review submissions and help a team deliver consistent work.

Example work
  • Research and synthesis
  • Writing and editing
  • Agent workflows
  • Review and evaluation

Where disciplines meet.

A brief can span several fields. We scope the subject knowledge, tools and review requirements together, then agree the team for the project.

What our teams deliver

Topics to scope with us

  • Finance and markets
  • Litigation and civil procedure
  • Medicine and clinical coding
  • Insurance and claims
  • Engineering and process
  • Construction and scheduling
  • Shipping and logistics
  • Records and registries
  • Regulatory and safety
  • Terminal and agent tooling