
Real-world healthcare data
Real-WorldHealthcare Data.
Train diagnostic, clinical decision-support, and life sciences AI with expert-validated data, governed capture, and audit-ready delivery.
One platform. Three data engines.

Contributor Network
- Clinical data sourcing
- Patient-consented capture
- Multi-site coordination
- Retrospective curation
- Synthetic augmentation

Expert Network
- Radiologists
- Pathologists
- Clinical researchers
- Biostatisticians
- Regulatory specialists

Evaluation Layer
- Sensitivity / specificity
- Edge case coverage
- Demographic parity
- Rare condition handling
- Clinical benchmark alignment
Build for the real world

Medical Imaging
CT, MRI, X-ray, Ultrasound

Digital Pathology
Whole slide imaging, Cell detection, Tumour grading

Clinical NLP
EHR extraction, ICD coding, Discharge summaries

Drug Discovery
Molecular screening, Target identification, ADMET prediction

Surgical AI
Instrument detection, Phase recognition, Skill assessment

Remote Monitoring
Vital signs, Wearable biosensors, Adherence tracking
The Harbor Data Flywheel
From clinical data to production-ready health AI.
A continuous loop that turns governed clinical data into safe, accurate, and auditable healthcare AI systems.
Learn moreData Types



Annotated Medical Images
Radiology and pathology images annotated by qualified clinicians with structured labels, segmentation masks, and diagnostic findings.
- Radiologist-level annotations
- Multi-reader consensus
- DICOM and standard formats
- Demographic and equipment metadata
Why teams choose Harbor
Governance Built In
Consent management, audit trails, and data provenance are standard — not optional additions.
Clinician-Level Quality
Annotations from qualified radiologists, pathologists, and clinicians — not general-purpose labellers.
Deployment-Ready
Delivery formats and documentation aligned with regulatory and clinical validation requirements.
Example Healthcare Programs

Chest X-Ray Annotation Program

Digital Pathology Dataset

Clinical NLP Dataset
Better Health AI Starts With Better Data.
Expert clinicians. Governed capture. Healthcare datasets at scale.