Expert teams for AI.
Vetted specialists evaluate models and create training data. We find the right expertise and manage your team.
Project team
5 experts- CPA · 14 yearsGrading
- CPA · 9 yearsWriting
- Tax attorney · 11 yearsReviewing
- Controller · 12 yearsWriting
- CPA · 7 yearsGrading
Credentials and identity verified for every expert
Answers graded
1,240
Sent back with a reason
18615% of graded answers needed another pass
- Agreement on double-graded answers
- 94%
- Sampled for an additional review
- 62
Each score linked to its reviewer
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.
- 01FoundSelected for the field, language and experience your project needs.
- 02AssessedAssessed on reasoning, AI skills and subject knowledge. Our team reviews their written answers.
- 03VerifiedCredentials and identity are confirmed before anyone starts.
- 04MatchedMatched to suitable projects, with the task and rate shared before they accept.
- Written answers
- Read by a reviewer
- Credential
- CFA charter, verified
Ready to be matched to a project
What experts deliver.
Evaluations, training examples and corrections grounded in specialist knowledge.
A client asks whether they can deduct the cost of a home office.
Answer A · expert's choice
It depends on how the space is used: it must be used regularly and only for the business. Here is how to check, and what to keep as records.
Answer B · not selected
Yes. Home office costs are deductible, so add them to your business expenses.
See the CPA’s reasoning
B says yes without the conditions, so a client who also uses the room as a guest room would claim a deduction they cannot take.
A second CPA agreed
- 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
From brief to expert team.
Engage experts for a defined project, with clear scope and delivery expectations.
- 1Agree on the workAgree on tasks, quality criteria, volume, timeline, tools and security requirements.
- 2Find the expertsSelect specialists for the field, language and experience your project requires.
- 3Vet themAssess relevant skills and verify credentials and identity.
- 4Start the workOnboard experts into your tools for the agreed project scope and duration.
- 5Manage deliveryTrack progress and quality, address issues and manage delivery.
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.
Put your expertise to work on AI.
Write challenging tasks, evaluate model answers and catch errors that require your expertise.
- 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.