Product

Clinical expertise, built into your AI workflow

Specialist review for training, evaluation and model improvement, designed around your clinical task and delivered as structured data.

Run a clinical evaluation
Layered translucent cards representing structured clinical review data
  • Specialty-matched review
  • Task-adapted evaluation
  • API and JSONL delivery
  • EU-hosted, DPA-gated
Why expertise matters

Clinical knowledge is not the same as clinical judgment

Medical AI can learn the language of medicine. But knowing what matters, what to question, what has been missed, and what deserves attention requires expertise shaped by clinical practice.

Different models need different feedback. The expertise behind it shouldn't be generic.

Human Data Lab brings specialist medical judgment into AI development, providing structured expert feedback for training and evaluation that is adapted to the model, specialty, and task.

As medical AI becomes more capable, the expertise behind it should rise with it.

How it works

From model output to training-ready signal

  1. 01

    Submit

    Clinical source material and model outputs across modalities.

  2. 02

    Specialist review

    Cases reviewed by domain-matched medical specialists.

  3. 03

    Quality assurance

    Structured oversight and expert agreement checks.

  4. 04

    Structured delivery

    Data delivered via API or JSONL, formatted for training and evaluation.

Task adaptability

Built around the clinical task

Clinical evaluation adapts to the specialty, model, and use case rather than forcing every task into a single rigid framework.

Deliverables
Specialist-reviewed outputs, structured expert signals and integration-ready datasets.
Integration
Native API and JSONL delivery, with a dashboard to track review status across batches.
Compliance
HIPAA-aligned workflow, DPA gating on every upload and EU-based.
Domain coverage

Specialties

  • Cardiology - ECG interpretation

    ECG interpretation review, reviewed by credentialed cardiologists.

    Live

  • Dermatology

    Dermoscopic and clinical skin image review, reviewed by credentialed dermatologists.

    Live

  • Ophthalmology

    Retinal and anterior-segment image review, reviewed by credentialed ophthalmologists.

    Live

  • Pathology

    Biopsy and histopathology image review, reviewed by credentialed pathologists.

    In development

  • Radiology

    Imaging-study review across common modalities, reviewed by credentialed radiologists.

    In development
Handling and compliance
  • DPA signed before any upload
  • Uploads processed under signed BAA
  • De-identified data only
  • EU-hosted infrastructure
  • Reviewer credentials verified on onboarding

Bring specialist judgment into your AI workflow

Start with a representative sample of model outputs and see what specialist evaluation reveals.

Run a clinical evaluation