Expert Data Services
Building safer, more reliable clinical AI
We work with US-licensed clinicians to surface model failures, define clinical ground truth, and make models safer in practice.
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.
Credentials and training
Education, residency, fellowship, board certification, and active licensure verified through primary sources and ongoing checks.
Scientific and academic impact
Publications, peer-review activity, involvement in guidelines, and academic appointments, where applicable.
Quality control and performance
IRR score, data acceptance rate, and other indicators linked to expert profiles are used to upskill, retrain, and offboard experts as needed.
Identity and compliance
Continuous identity validation, NPI and license monitoring, and compliance checks to ensure experts are genuine, active, and accountable.
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.
Expert-authored SFT datasets
Clinician-authored prompt–response pairs that teach models correct clinical reasoning, tone, and decision-making, grounded in real practice.
Clinical ground truth and gold-standard datasets
Datasets built from real clinical workflows. Physicians surface failure modes, define correctness, and encode rubrics for model evaluation and alignment.
Benchmarking and evaluation
Structured expert scoring to assess model performance. Translates clinical judgment into consistent, defensible signals across model versions and tasks.
Expert recruitment and dedicated teams
Vetted, US-licensed clinicians for project-based or ongoing work. Curated teams aligned to specific clinical domains and evaluation needs.
Clinical coverage
Clinical Coverage & Ramp Capacity
US-based, board-certified clinicians available to support AI training and evaluation pipelines
Primary & General Care
- Primary Care
- Internal Medicine
- Family Medicine
- Hospital Medicine
- Pediatrics
Cancer & Blood Disorders
- Medical Oncology
- Oncology Sub-specialties
- Radiation Oncology
- Surgical Oncology
Brain & Behavioral Health
- Neurology
- Psychiatry
- Neurosurgery
Heart, Lung & Critical Care
- Cardiology
- Interventional Cardiology
- Pulmonology
- Respiratory Medicine
- Critical Care / ICU
Imaging & Diagnostics
- Radiology (DR & IR)
- Pathology
Women's Health
- Obstetrics & Gynecology
- Maternal-Fetal Medicine
Emergency & Acute Care
- Emergency Medicine
- Acute Care
- Urgent Care
Surgery & Procedural Care
- General Surgery
- Orthopedic Surgery
- Urology
- Ophthalmology
- Anesthesiology
- Dermatology
- ENT (Otolaryngology)
- Plastic Surgery
Internal Medicine Subspecialties
- Endocrinology
- Gastroenterology
- Nephrology
- Rheumatology
- Infectious Disease
Contact us
Get in touch
Have questions about our expert data services? Reach out to learn how we can help with your project.