entertheloop

Clinical AI Evaluation Services

Expert clinical evaluation of medical AI systems — delivered by calibrated UK healthcare professionals with statistical quality guarantees. From structured evaluation to adversarial safety testing.

Our Services

Four core services covering the full spectrum of clinical AI evaluation — each backed by our statistical methodology and quality control pipeline.

What Makes Us Different

Clinical Experts

Every evaluator is a UK-registered healthcare professional — not a general annotator. They understand the clinical context because they work in it daily.

Statistical Rigour

Confidence intervals on every metric. Inter-annotator agreement. Proper scoring rules. You know exactly how much to trust the results.

Safety-First

Built on our 10-category clinical AI failure mode taxonomy. We test for the specific ways medical AI fails in practice.

Calibrated Evaluators

Every evaluator passes two-phase calibration before assessing your system. Their reliability is measured, not assumed.

Quality Control

Gold-standard injection, drift detection, attention checks, and justification analysis maintain quality throughout production.

Full Audit Trail

Complete records of every evaluation decision, justification, and quality metric — ready for regulatory review.

Ready to Evaluate Your Medical AI?

Tell us about your system and we will design a clinical evaluation plan tailored to your needs — including methodology, timeline, and deliverables.