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.

What We Offer / 01

Our services

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

Evaluation · Annotation · Red-teaming · Advisory
Why EnterTheLoop / 02

What makes us different

02.A / Clinical Experts

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.

02.B / Statistical Rigour

Statistical Rigour

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

02.C / Safety-First

Safety-First

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

02.D / Calibrated Evaluators

Calibrated Evaluators

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

02.E / Quality Control

Quality Control

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

02.F / Full Audit Trail

Full Audit Trail

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

Calibrated · Statistically rigorous · Auditable
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