A workforce we can vouch for.

Every profile in our network is backed by ground-truth employment data: the roles you actually held, the years you actually stayed, the languages you actually work in. If you've been employed or paid through our employment platform, you may already be verified.

The work: training and evaluating frontier AI models in your profession — flexible, remote, properly employed, and paid like expertise.

15M+

Professionals employed & paid

120

Countries in the network

10+ yrs

Of ground-truth employment data

180

Countries of payroll & compliance

Who's in the network

PhysiciansNursesLawyersElectriciansCNC operatorsAviation techniciansMechanicsAgronomistsInsurance specialistsFinancial analystsIT professionalsProject managers

Where the network runs

Europe · LATAM · China · GCC & Saudi Arabia · West Africa · East Africa · Central Africa

Open expert roles

8 specialties · remote · hourly

Physician

$120–$260 / hourRemote · Employed engagement

Licensed MDs with verified clinical roles in our employment records.

The work

Grade model answers to clinical questions the way you'd review a resident
Author diagnosis and triage demonstrations with the reasoning written out
Red-team medical claims for subtle, dangerous wrongness
Evaluate multilingual health content in your native language

You

Active medical license and recent clinical practice
Employment history we can verify (or credentials we'll validate on intake)
Zero tolerance for plausible-sounding errors
Comfort grading against rubrics, precisely

Apply as Physician

Nurse

$55–$115 / hourRemote · Employed engagement

Registered nurses with validated ward, clinic, or field tenure.

The work

Evaluate care-instruction and patient-communication outputs for safety and clarity
Author realistic clinical-workflow scenarios models get wrong
Annotate triage dialogues and escalation decisions
Review health content across the languages you practice in

You

Current RN registration and hands-on experience
Sharp eye for the gap between textbook and ward reality
Written English plus your working languages
Reliability — pods run on schedules

Apply as Nurse

Lawyer

$110–$240 / hourRemote · Employed engagement

Practicing attorneys with contract-confirmed practice areas.

The work

Grade model-drafted contracts, memos, and briefs against professional standards
Author legal-reasoning tasks where the controlling rule is genuinely contested
Verify citations and flag confident fabrications
Evaluate jurisdiction-specific content in local languages

You

Bar admission and active practice
A practice area we can match to real demand
Appetite for making machines cite honestly
Precision under volume

Apply as Lawyer

Insurance & Financial Specialist

$70–$150 / hourRemote · Employed engagement

Underwriters, claims specialists, analysts, and accountants with verified sector tenure.

The work

Evaluate model reasoning on claims, underwriting, and financial analysis
Author realistic case files with verifiable right answers
Grade spreadsheet and report outputs for silent numerical errors
Red-team financial advice for compliance and accuracy

You

Multi-year sector experience we can confirm
Fluency in the documents your industry actually runs on
Numerical exactness as a habit
Discretion with confidential material

Apply as Insurance & Financial Specialist

Industrial Electrician

$45–$95 / hourRemote · Employed engagement

Licensed electricians and energy technicians with confirmed field tenure.

The work

Evaluate troubleshooting dialogues for what would actually work — and what would get someone hurt
Annotate schematics, panel photos, and fault scenarios
Author safety-critical procedure data with real-world edge cases
Grade model answers on codes and standards you work under

You

Trade certification and field experience we can verify
Ability to explain why an answer is wrong, in writing
Safety-first instincts
No tolerance for confident guesses about live circuits

Apply as Industrial Electrician

CNC & Manufacturing Specialist

$45–$90 / hourRemote · Employed engagement

CNC operators, machinists, and industrial-manufacturing specialists with validated shop tenure.

The work

Evaluate machining and process answers for feasibility, tolerance, and safety
Annotate technical drawings, G-code, and setup scenarios
Author demonstrations of real production problem-solving
Red-team model advice that would scrap a part — or a machine

You

Verified years on the floor
Blueprint and spec literacy
Patience for documenting what's obvious to you and invisible to models
Precision, measured in microns

Apply as CNC & Manufacturing Specialist

Aviation Technician

$55–$110 / hourRemote · Employed engagement

Licensed aircraft maintenance technicians and aviation-operations specialists.

The work

Grade model outputs on maintenance procedures against the manuals that govern them
Annotate technical documentation, checklists, and fault trees
Author scenarios where the right answer is 'ground the aircraft'
Evaluate safety-critical reasoning with regulatory precision

You

Aviation maintenance certification with verifiable employment
Documentation discipline — it's the job
Fluency in the difference between compliant and airworthy
Calm, exact written communication

Apply as Aviation Technician

Agronomist / Energy Specialist

$50–$100 / hourRemote · Employed engagement

Agriculture and energy-sector specialists with confirmed field and plant experience.

The work

Evaluate model reasoning on crop, soil, grid, and process questions
Annotate field imagery and equipment scenarios with practitioner eyes
Author region-specific task data — what works in one climate fails in another
Grade safety and yield advice against real operational constraints

You

Degree or certification plus verified field tenure
Regional expertise we can map to demand
Local-language fluency where you've worked
Practicality over textbook idealism

Apply as Agronomist / Energy Specialist