Experts interviewed & vetted

Expert human data for AI labs

SFT · RLHF · EVAL · Physical AI

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5,000+Vetted experts

20+Domains covered

20+Countries represented

Capabilities

Across the data stack

SFT

Data Generation

Expert-authored demonstrations and instruction data.

RLHF

Human preference data: rankings, comparisons, critiques.

RLVR

Reasoning Data

Verifiable reasoning traces for math, science, and code.

EVAL

Model Evaluation

Human gold-standard evaluation where benchmarks fall short.

Physical AI

Multi-sensor alignment powering true spatial intelligence for Physical AI.

Capabilities

Across the data stack

Data Generation

Expert-authored demonstrations and instruction data.

RLHF

Human preference data: rankings, comparisons, critiques.

Reasoning Data

Verifiable reasoning traces for math, science, and code.

Model Evaluation

Human gold-standard evaluation where benchmarks fall short.

Physical AI

Multi-sensor alignment powering true spatial intelligence for Physical AI.

Domains

Join our expert network

Get paid for AI work matched to your expertise.

Healthcare & Life Sciences ExpertHealthcare Engineering ExpertEngineering Audio ExpertAudio Music ProfessionalMusic AI Safety ExpertAI Safety Finance ExpertFinance Computer Science ResearcherComputer Science Physics ExpertPhysics Biology ExpertBiology Coding EvaluatorCoding Mathematics ExpertMathematics Chemistry ExpertChemistry

20+ domains covered. We are adding more

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Platform

Your data stays in one system

Expert Platform

Identity, verification, skills, projects, work details, earnings, account management.

AI Interview

Live AI interviews, deep expertise assessment, skill verification, adaptive questioning, automated evaluation.

Matrix expert matching and workload routing

Allocation Intelligence

Expert matching, availability, calibration, task sizing, workload balancing, dynamic routing, automated reassignment.

Annotation Console

Calibration, live rubrics, annotation, evaluation, quality control, submission.

Project Management

Live tracking, task management, quality control, adjudication, automation, reporting.

Client Console

Live project progress, batch status, quality metrics, review status, delivery tracking, real-time reporting.

Platform

Your data stays in one system

Expert Platform

Identity, verification, skills, projects, work details, earnings, account management.

AI Interview

Live AI interviews, deep expertise assessment, skill verification, adaptive questioning, automated evaluation.

Allocation Intelligence

Expert matching, availability, calibration, task sizing, workload balancing, dynamic routing, automated reassignment.

Annotation Console

Calibration, live rubrics, annotation, evaluation, quality control, submission.

Project Management

Live tracking, task management, quality control, adjudication, automation, reporting.

Client Console

Live project progress, batch status, quality metrics, review status, delivery tracking, real-time reporting.

Security

Your data is your
most valuable IP.
We treat it that way

ACCESS CONTROL

Confidential by default

Client data and prompts are treated as protected IP, accessible only to experts staffed on your project.

NEUTRALITY

Vendor-neutral

Independent of any AI lab. Your data and evaluation IP never reach a competitor.

Security & compliance

SOC 2 Type IIIn progress

Independently audited & compliant.

GDPRCompliant

Compliant processes for European client data flows.

ISO 27001 v2022Certified

Certified information security management.

Contact

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Tell us about your data or evaluation needs, and we'll show you how our expert network can help.

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FROM BRIEF TO VERIFIED DATA

Task spec

Your format, rubric & volume

Expert match

Vetted expert network

Calibration

Gold checks & agreement gates

Verified delivery✓

Graded, classified, audit-ready