entertheloop

Clinical AI Evaluation

AI companies building or deploying medical AI systems that need rigorous clinical validation before release. Particularly relevant for teams preparing regulatory submissions or clinical safety cases.

How It Works

We provide structured clinical evaluation of medical AI systems using calibrated healthcare professionals. Our evaluators assess AI outputs for clinical accuracy, safety, and appropriateness across specialties — from triage recommendations to prescribing suggestions. Every evaluation includes statistical confidence intervals, inter-annotator agreement metrics, and detailed failure mode analysis.

Get a Sample Evaluation Plan

See how we would evaluate your medical AI system — including methodology, timeline, and deliverables. No commitment required.

Request Sample Plan

What You Get

Calibrated clinical evaluation with confidence intervals on every metric

Failure mode coverage report across 10 safety categories

Inter-annotator agreement analysis (Cohen's κ and Fleiss' κ)

Severity-weighted accuracy scores by clinical domain

Actionable recommendations for model improvement

Why Choose Us

Our evaluators are UK-registered healthcare professionals — not general annotators. Every evaluator is statistically calibrated against expert consensus before they assess your system. We measure and report evaluation reliability, so you know exactly how much to trust the results.

Request Evaluation

Tell us about your medical AI system and we will design an evaluation plan tailored to your needs.