Expert teams

Expert teams for AI.

Vetted specialists evaluate models and create training data. We find the right expertise and manage your team.

Hire expertsApply as an expert
Build the right teamWorkflow
  1. 1
    Define the role

    Agree on the skills, experience and task requirements.

  2. 2
    Assess fit

    Review subject knowledge, judgment and credentials.

  3. 3
    Confirm the match

    Agree on availability, tools and project scope.

From vetted experts to reviewed work
Evaluate model answersWorkflow
  1. 1
    Set criteria

    Define correctness, evidence and safety requirements.

  2. 2
    Review answers

    Record judgments and the reasons behind them.

  3. 3
    Resolve differences

    Inspect disagreements and revise unclear criteria.

  4. 4
    Report findings

    Share measured results with coverage and limitations.

Fields we cover

Find your field.

Need another field? Ask us

  • 01FinanceAnalysts, investors, bankers and risk professionals
  • 02AccountingCPAs, auditors, controllers and tax professionals
  • 03Healthcare OperationsMedical coders, billers, revenue cycle and CDI specialists
  • 04MedicalPhysicians, nurses, PAs, NPs and pharmacists
  • 05Life SciencesComputational biologists, bioinformaticians and drug discovery scientists
  • 06LegalLawyers
  • 07Data ScienceData scientists, ML engineers and statisticians
  • 08MathMathematicians, PhD students and competition problem solvers
  • 09ChemistryOrganic, physical and analytical chemists
  • 10BiologyGeneticists, molecular and cell biologists, and ecologists
  • 11PhysicsPhysicists
  • 12CodingExperienced software engineers
  • 13Mechanical EngineeringMechanical engineers
  • 14Electrical EngineeringElectrical engineers
  • Another field?Ask about specialists for your project.

How we assess experts.

We assess reasoning, AI skills and subject knowledge, then review each applicant’s written answers.

  1. 01FoundSelected for the field, language and experience your project needs.
  2. 02AssessedAssessed on reasoning, AI skills and subject knowledge. Our team reviews their written answers.
  3. 03VerifiedCredentials and identity are confirmed before anyone starts.
  4. 04MatchedMatched to suitable projects, with the task and rate shared before they accept.
Expert assessmentWorkflow
  1. 1
    Found

    Selected for the field, language and experience your project needs.

  2. 2
    Assessed

    Assessed on reasoning, AI skills and subject knowledge. Our team reviews their written answers.

  3. 3
    Verified

    Credentials and identity are confirmed before anyone starts.

  4. 4
    Matched

    Matched to suitable projects, with the task and rate shared before they accept.

What experts deliver.

Evaluations, training examples and corrections grounded in specialist knowledge.

Compare model answersWorkflow
  1. 1
    Same task

    Review both answers against the same source material.

  2. 2
    Clear criteria

    Assess accuracy, completeness and unsupported claims.

  3. 3
    Recorded decision

    Document the preferred answer and the evidence for the choice.

  • Evaluate model answersTest answers against domain-specific criteria using questions held out from training.
  • Compare modelsEvaluate models on the same questions and explain each judgment.
  • Write examplesCreate challenging tasks with reference answers and explanations.
  • Review and correctFind errors in model outputs or existing data. Provide corrections and explain them.

The examples and corrections become training data: Training data

How a project runs

From brief to expert team.

Engage experts for a defined project, with clear scope and delivery expectations.

  1. 1Agree on the workAgree on tasks, quality criteria, volume, timeline, tools and security requirements.
  2. 2Find the expertsSelect specialists for the field, language and experience your project requires.
  3. 3Vet themAssess relevant skills and verify credentials and identity.
  4. 4Start the workOnboard experts into your tools for the agreed project scope and duration.
  5. 5Manage deliveryTrack progress and quality, address issues and manage delivery.
Questions

Questions from AI teams.

Which fields do you cover?

Finance, Accounting, Healthcare Operations, Medical, Life Sciences, Legal, Data Science, Math, Chemistry, Biology, Physics, Coding, Mechanical Engineering and Electrical Engineering. If you need another field, ask us.

How are experts vetted?

One assessment covers reasoning, working with AI and questions from their field, with written answers a person on our team reads. Credentials and identity are confirmed before anyone starts.

Do experts work in our tools?

Yes. Experts work in your tools from the day the work starts. We agree on the tools and your security needs before we find anyone.

How is it priced?

Per project, agreed before the work starts. It depends on the field, the experience the work needs and the volume.

What if an expert falls short?

We track quality throughout, replace anyone who falls short, and stay accountable for the work, not just the headcount.

Do you train our model?

No. We provide experts, training data and evaluations. Your team trains the model.

For experts

Put your expertise to work on AI.

Write challenging tasks, evaluate model answers and catch errors that require your expertise.

See the open rolesExpert application FAQs
Remote
Work from where you are, in your own field.
Flexible hours
Take on the projects that fit, and pass on the rest.
Paid hourly
The rate is set per project, and you see it before you say yes.
One form
About 20 minutes: your details and a short assessment. No resume needed.

Plan your expert team.

Hire experts