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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 Datasets

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

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

Discuss a datasetSee how we work

Who it's for

AI companies that need high-quality medical training data annotated by domain experts. Essential for teams building clinical NLP models, medical chatbots, or diagnostic AI systems that require expert-labelled datasets.

Overview

What we do.

We deliver expert medical annotation at scale using verified healthcare professionals. Our annotators label clinical data, classify medical documents, validate training datasets, and provide structured feedback on AI-generated medical content. All annotation work includes quality control through gold-standard task injection, drift detection, and attention checks to maintain consistency.

Deliverables

What you get.

  • 01

    Expert-annotated medical datasets with full audit trails

  • 02

    Quality metrics per annotator including reliability scores

  • 03

    Multi-annotator consensus labels with agreement statistics

  • 04

    Structured annotation guidelines developed with clinical input

  • 05

    Ongoing quality monitoring with drift alerts

Why us

Why EnterTheLoop.

General annotation services use non-experts who miss clinical nuance. Our annotators are checked against the GMC, NMC, GPhC or HCPC registers at cohort assembly and re-checked quarterly; they understand the medical context because they live it. Combined with our statistical quality control pipeline, you get annotations you can trust for safety-critical applications.

Related

Other services.

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You judge the work. We manage the people.

Explore Managed Clinical Workforce→

Clinical AI Evaluation

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

Explore Clinical AI Evaluation→

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