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Bringing Medical Expertise into AI Development —

Accurately, securely, and at scale. 





Trusted by teams building the future of clinical AI

Nanox
Elsevier
Freed
Google
Aidoc
Bunkerhill
Verily
Siemens Healthineers

Services



Managed end to end — recruitment, credentialing, onboarding, training, scheduling, payments and QA. One accountable team.

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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 

Not "radiologists" -
the exact radiologist.

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

US board-certified radiologist Thoracic fellowship · 10+ years' experience · Reads 50+ PE cases per week · Based in the United States · English

We match you with vetted clinicians
and get your project started in 5–10 business days.

"Our experience working
 with Medcase is 100% positive"


Siemens Healthineers

Built for
the model lifecycle


PRE-TRAINING

Data Annotation
& Labeling 

 
Clinician-led annotation across imaging, NLP, and EHR data — matched to the exact specialty
your model needs. 

FINE-TUNING

Expert Network
Access 

 
On-demand clinician input for label guidelines, edge cases, and instruction design as models
are refined. 

EVALUATION

Clinical AI Product
Evaluation

 
Structured clinical testing and benchmark review by active licensed clinicians,
multi-geography. 

VALIDATION

Clinical AI Product
Validation

 
Reader studies and model review built for FDA and EU AI Act requirements. 

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