Clinical
Physicians, nurses, pharmacists
- Diagnostic reasoning and differentials
- Safe, accurate patient‑facing answers
- Clinical note summarization and extraction
Expert data for frontier AI
Data finished to a gold standard.
We build training and evaluation data with physicians, senior engineers and educators, and verify every item before it ships. For AI labs that need depth, not volume.
The data that improves a model after pretraining.
Written and checked by people who do the work for a living.
Three domains, done deeply.
Code
Senior software engineers
- Multi‑file tasks in real repositories, with tests
- Agentic coding trajectories
- Purpose‑built repos with clean licensing
Education
Teachers, tutors, subject experts
- Tutoring dialogues that guide, not tell
- Worked solutions across subjects
- Grading rubrics for essays and proofs
How we work
- ScopeStart from the capability you want to improve. Agree on task design and quality bar.
- RecruitSource experts for the exact profile, verify credentials, test on sample tasks.
- PilotA small first batch. You review it, we calibrate together.
- ScaleProduction with expert review, in your format, with quality reports.
Quality is the product.
Every dataset we deliver can be traced back to the expert who made it and the expert who checked it. You own all of it.
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Self‑reported credentialsLicenses, degrees and work history are checked, not self‑reported.2
Experts per itemOne writes, another reviews independently.Live
Hidden gold tasksKnown‑answer items measure accuracy as work happens.100%
Clean rightsCreated for your project, fully assigned to you, NDAs throughout.For AI teams
Tell us what your model needs to get better at.
We’ll come back with an expert profile, a task design and a pilot plan.
For experts
Put your expertise to work on frontier AI.
Flexible, remote, well‑paid work for clinicians, engineers and educators who want to shape how AI reasons in their field.