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For experts

Get paid for what only you know.

AI models are only as good as the judgement in their training data. We pay physicians, lawyers, engineers, linguists and other specialists premium rates for remote data annotation and AI training work: creating, labeling and grading data in your own field, on your own schedule.

Browse opportunitiesApply to the network
Specialist ratesSet by field and task
RemoteYour hours
Stripe payoutsAutomatic
Photo needed · 21:9Expert working in a home officeWide photograph of a domain expert working from a bright home office: laptop, reference books, a mug, morning light across the desk.Wide image under the opening
Clinical reasoningContract reviewRadiology labelsProof checkingCode reviewTranslation QATeleoperationFinancial modellingPhonetic labelsAgent evaluation
Open opportunities

Paid work, open now.

Each opportunity shows its field, pay and type. Apply directly, or join the network to be invited as new work opens.

Mechanical or civil engineer: check 3D models and drawingsEngineeringRemote · Anywhere · Contract · $50 – $90 per hourReview CAD models, drawings and AI-generated design explanations for errors, missing tolerances and code violations.Certified translator or linguist: Spanish, Hindi, Arabic, Portuguese, FrenchLanguagesRemote · Anywhere · Contract · $40 – $75 per hourJudge translations, rewrite awkward AI text so it reads naturally, and transcribe short audio clips in your native language.Hotel or restaurant general manager: rate guest-service conversationsHospitalityRemote · Anywhere · Contract · $40 – $65 per hourRead chats between guests and an AI concierge and judge them the way a good front-desk manager would.Real estate agent or appraiser: property descriptions and valuationsReal estateRemote · Anywhere · Contract · $40 – $70 per hourRate AI-written listings, comparable-sales reasoning and valuation explanations against what you know of the market.Licensed plumber, electrician or HVAC technician: describe real jobsTradesRemote · Anywhere · Contract · $40 – $75 per hourExplain how real jobs are diagnosed and done, and catch AI repair instructions that would be unsafe or fail inspection.

See all 27 open opportunities

Fields we recruit

Depth matters more than speed.

We don't run a crowd. We assemble small groups of qualified people for each request, and pay accordingly.

01

Medicine & health

Physicians, nurses, pharmacists, radiologists and researchers grading clinical reasoning and labeling imaging.

02

Law

Attorneys and paralegals writing and reviewing analysis of contracts, filings and case law across jurisdictions.

03

Finance & accounting

Analysts, CPAs and actuaries building and checking models, statements and financial reasoning.

04

Engineering & science

Engineers, chemists, physicists and mathematicians writing problems, proofs and step-by-step solutions.

05

Software

Senior engineers authoring and reviewing code, architecture decisions and agent trajectories.

06

Language & culture

Linguists and native speakers transcribing, translating and judging nuance in dozens of languages.

07

Robotics & operations

Trained operators recording teleoperation demonstrations and specialists judging task success.

08

Creative fields

Musicians, designers, photographers and writers describing, critiquing and creating original work.

How it works

From application to first payout.

You only see opportunities that match your verified expertise, with the rate and scope stated before you accept.

  1. Apply

    Tell us your field, credentials and availability. It takes about five minutes.

    Time~5 minutes
    CostFree

  2. Verify

    When your field matches open or upcoming work, we verify your credentials and may ask for a short, paid assessment task.

    ChecksIdentity & credentials
    AssessmentPaid, in your field

  3. Work

    You're offered specific projects (labeling, reviewing, writing or curating) with clear instructions, a rate and a deadline before you accept.

    WhereRemote
    WhenOn your schedule

  4. Get paid

    Approved work is credited to your balance and paid out automatically through Stripe once your identity and tax details are verified.

    PayoutsAutomatic, via Stripe
    LedgerEvery task itemized
What the work looks like

Four kinds of work.

Photo needed · 21:9Hands labeling on a tabletClose-up of hands labeling an image on a tablet with a stylus, precise and deliberate, a printed rubric beside the tablet.Above the four kinds of job
Work type

Label

Annotate images, audio, documents or episodes with the precise vocabulary of your field.

Work type

Verify

Check that existing data and labels are correct, complete and safe to train on.

Work type

Curate

Select the examples that best represent a concept, and explain why.

Work type

Review

Grade model outputs and other experts' work against a rubric, as the second pair of eyes.

Experts ask

The details.

How much does it pay?

Rates depend on your field and the task, and are always stated on the listing before you accept it. Specialist work is paid as specialist work.

How much time do I need to commit?

None up front. You tell us your availability and accept the projects that fit. Some experts do a few hours a month, others much more.

Will my work be attributed or made public?

No. Your work is delivered to the buying organization under licence; your identity is not published. Credentials are verified privately.

Is this a data annotation job?

Partly. Much of the work is expert data annotation: labeling images, documents, audio or model outputs in your field. Other projects ask you to write examples, grade model answers or review another expert's labels. It is all remote, and each project states the task and rate up front.

Is this a crowd platform?

No. The network is private and gated. Each request is matched to a small group of qualified people, and quality is reviewed by a second expert.

Your judgement, properly paid.

Apply once. When work matches your field, we'll verify your credentials and bring you in.

Apply as an expertQuestions? Contact us