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EnterTheLoopentertheloop

Clinicians powering AI alignment, training & safety.

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© 2026 EnterTheLoop Ltd · Built in Britain
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Clinical AI Evaluation

Calibrated clinical evaluation of medical AI, with the reliability of every verdict measured and reported.

Tell us what you're working on and we'll come back with a scoped brief.

Request an evaluationSee how we work

Who it's for

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.

Overview

What we do.

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.

Deliverables

What you get.

  • 01

    Calibrated clinical evaluation with confidence intervals on every metric

  • 02

    Failure mode coverage report across 12 safety categories

  • 03

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

  • 04

    Severity-weighted accuracy scores by clinical domain

  • 05

    Actionable recommendations for model improvement

Why us

Why EnterTheLoop.

Our evaluators are UK-registered healthcare professionals, not general annotators. Each one is calibrated before they assess your system, and we measure and report evaluation reliability, so you know exactly how much to trust the results.

Related

Other services.

Managed Clinical Workforce

You judge the work. We manage the people.

Explore Managed Clinical Workforce→

Clinical Datasets

Expert medical annotation at scale, by clinicians who live the context, with the audit trail to defend it.

Explore Clinical Datasets→

Clinical AI Red-Teaming

Structured adversarial testing by clinicians, across a taxonomy of how medical AI actually fails.

Explore Clinical AI Red-Teaming→

Healthcare AI Advisory

Practising UK clinicians on your product decisions, from design through to deployed safety monitoring.

Explore Healthcare AI Advisory→
Scope a project

30-minute call. Get a quote.

Tell us what you’re building and what you need evaluated, red-teamed, annotated, or generated. We’ll come back with a scoped, priced brief — no long enterprise procurement.

  • A scoped, priced proposal
  • No drawn-out procurement process

NDA available on request.

EnterTheLoopentertheloopClinicians powering AI alignment, training & safety.

Verified against

GMCNMCGPhCHCPC

Follow

Register→
© 2026 EnterTheLoop Ltd  ·  Built in Britain
PrivacyTermsCookies
EnterTheLoopentertheloop

Clinicians powering AI alignment, training & safety.

PrivacyTermsCookies
© 2026 EnterTheLoop Ltd · Built in Britain