Expert data for frontier models
The humans your model learns from should be the best in their field.
CareBridge Experts finds, AI-interviews and deploys credentialed specialists who write, review and grade training data — clinicians, attorneys, engineers, PhDs. You send a rubric; we send a vetted cohort in days.
4 days
Median time from brief to first labelled batch
380k
Screened experts across 120 countries
97.2%
Inter-annotator agreement on gold sets
1.8%
Applicant pass rate after AI interview
A screening pipeline that behaves like your best recruiter — at 10,000 applicants a day.
Describe the data you need
Task type, rubric, seniority, language and volume. The brief writes itself from a two-minute intake.
AI interviews every applicant
A structured voice interview probes real depth of practice, then scores evidence — not résumé keywords.
Credentials verified
Licences, degrees and employment checked before anyone touches a single prompt.
Ship, measure, scale
Live quality dashboards per annotator. Weak cohorts are swapped automatically, contracts and payouts handled.
Depth in the domains that are hard to fake.
Generic crowds break on expert reasoning. Every CareBridge specialist passes a domain-specific voice interview graded against a rubric written with your research team, plus credential verification.
- Reasoning traces, rubrics and preference pairs
- Red-teaming and adversarial evaluation
- RLHF grading with calibrated gold sets
- Multilingual and locale-specific review
Clinical medicine
MDs, RNs, pharmacists
Law & compliance
Bar-admitted attorneys
Software & security
Senior + staff engineers
Quant & finance
CFA, trading, actuarial
STEM research
PhDs across 40+ fields
Multilingual
180+ language pairs
One platform from sourcing to payout.
Rubric-aware matching
Experts are scored against your task rubric, not a job title.
Quality telemetry
Per-annotator agreement, throughput and drift, visible live.
Global compliance
Contracts, NDAs, tax forms and payouts in 120 countries.
For AI labs
Get a cohort scoped this week
Tell us the task and the rubric. We come back with a sample batch, quality baseline and pricing.
For experts
Get paid for what you already know
Flexible, remote, hourly work with frontier AI labs. One AI interview — no recruiter ping-pong.
- $45–$180/hr depending on domain and seniority
- Work 5 or 30 hours a week, on your schedule
- Weekly payouts in your local currency