Expert Data Services
Clinical AI training data and expert benchmarks by US board-certified physicians
We specialize in advanced evaluation and rubric design by expert clinicians.
Experts from leading medical institutions and research centers.















Deep expertise
Medical AI training from experienced clinicians at scale
Access physicians with deep, verified expertise in advanced AI data annotation and rubric creation.
Clinical exposure
75% hold sub-specializations spanning academic, community, and industry practice settings.
Deep expertise
An average of 12+ years of post-fellowship experience.
Verified credentials
Independently verified through NPI registration and PubMed publications.
Project speed
Scale annotation projects to hundreds of experts in 24 hours.
High quality
End-to-end data annotation and recruitment-as-a-service
Partner with board-certified physicians to design, evaluate, and govern models aligned with evidence-based standards of care.
RLHF
Label data, rank pairs, and annotate richly to align models with sound reasoning and patient safety.
Rubric creation
Define rubrics ensuring safe, accurate, ethical care and best-in-class decision standards.
Benchmarking
Stress-test models with benchmarks, adversarial probes, and simulated care to find weaknesses.
Recruitment support
Source verified physicians ready for deployment in clinical pipelines for model development at scale.
Chief Medical Officers
Deliver fractional clinical governance to validate models against evidence-based standards of care.
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Get in touch
Have questions about our expert data services? Reach out to learn how we can help with your project.