Bringing Medical Expertise into AI Development —
Accurately, securely, and at scale.
Medcase is a HIPAA-compliant medical data annotation, expert network and clinical product validation company.
We match AI, MedTech and pharma teams with 20,000+ licensed clinicians in 140+ countries.
Trusted by teams building the future of clinical AI
Services
Managed end to end — recruitment, credentialing, onboarding, training, scheduling, payments and QA. One accountable team.
Medical data annotation
& labeling
Specialty-matched annotation of medical imaging, clinical text, EHR, video, waveform and audio data for AI training. Every label is placed by a licensed HCP matched
to the data.
Expert network access (interviews, surveys)
On-demand access to HCPs for interviews, surveys, advisory input, protocol review and KOL engagement. Any specialty, any geography, any language.
Clinical AI product validation & testing
Structured, multi-country testing of clinical AI tools by active licensed healthcare professionals: reader studies, model validation, benchmark review, LLM and multimodal evaluation. Built for FDA and EU AI Act requirements.
21K+
Healthcare professionals
in network
140+
Countries
represented
100+
Specialties
200+ sub-specialties
55+
Languages
supported
10,000+ healthcare professionals in the U.S.
MATCHING IN PRACTICE
Your project doesn't need a list of available clinicians, it needs the right one. Medcase matches every project to licensed healthcare professionals by specialty, sub-specialty, geography, language, and active caseload.
EXAMPLE MATCH
Project requirement:
Annotation for a pulmonary embolism
detection model
↓ Medcase match
Not "radiologists" —
the exact radiologist.
We match you with vetted clinicians
and get your project started in 5–10 business days.
Built for
the model lifecycle
Data Annotation
& Labeling
Clinician-led annotation across imaging, NLP, and EHR data — matched to the exact specialty
your model needs.
Expert Network
Access
On-demand clinician input for label guidelines, edge cases, and instruction design as models
are refined.
Clinical AI Product
Evaluation
Structured clinical testing and benchmark review by active licensed clinicians,
multi-geography.
Clinical AI Product
Validation
Reader studies and model review built for FDA and EU AI Act requirements.
Get in touch
Tell us what you're building — we'll tell you exactly how we can help.
We reply within one business day.