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EnterTheLoopentertheloop

Clinicians powering AI alignment, training & safety.

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© 2026 EnterTheLoop Ltd · Built in Britain

For Candidates

Make AI safer for patients
and get paid.

The clinical decision-support AI that will sit beside clinicians is being shaped right now — and it needs people who actually practise medicine. Lend your judgement to the tools clinicians will rely on, set the bar for what counts as safe, and get paid for every hour you give.

Register freeHow it works
Phase 2 · CorrectionItem 12 / 20

Task

Identify and correct every clinical error in this AI response. Consider NICE NG136.

AI response

For newly diagnosed hypertension, start medication immediately — amlodipine 10 mg is first-line for all patients. Reduce salt, exercise more, and recheck blood pressure annually.

FactualDosingGuidelineOmissionSafetyClarity
2 errors flagged · correction drafted

Your correction

Offer lifestyle advice first. First-line drug depends on age and ethnicity (ACEi/ARB or CCB) — not amlodipine for all. Recheck within 1–4 weeks, not annually.

Who we serve

If you understand human health, AI companies need you.

Every clinical discipline owns a different slice of medical truth. Together they form the taxonomy that makes AI evaluation and training data trustworthy —
pick a profession to see how its judgement shapes the dataset.

Doctors

Doctors shape the diagnostic and treatment backbone of medical AI.

Diagnostic reasoning is where medical AI is most confident and most often wrong. Doctors anchor the taxonomy at its hardest nodes — differential diagnosis, guideline-concordant treatment, and the judgement calls that separate a safe answer from a plausible one.

  • Grade model answers against NICE, SIGN and specialty guidelines — catching the confidently-stated recommendation that quietly conflicts with first-line care.
  • Build gold-standard reasoning traces: the differential, the red flags, the next investigation — so AI is trained on how clinicians actually think, not just final answers.
  • Red-team clinical advice for the silent omissions — the missed safety-net, the un-asked question — that no automated metric will ever flag.
Explore Doctors roles
How it works

From Registration to Your First AI Role

Our verified onboarding pipeline matches your clinical expertise with the right AI opportunities.

01.A

Full name

Dr. Sarah Chen

Email

s.chen@nhs.net

Specialty

Cardiology

Category

Doctor

Create Account →

01

Register

Create your account and select your professional category — doctor, nurse, pharmacist, researcher, academic, or allied health.

01.B
Credential Check
GMC7654321
Active
NMC21A1234B
Active
GPhC2087654
Active
HCPCPH98765
Active

02

Verify Credentials

Complete your profile with your regulatory registration (GMC, NMC, GPhC, HCPC) and upload your credentials for verification.

01.C

Calibration score

94%

Pass threshold · 80%

Foundation
Passed
Phase 1 · Mock
Passed
Phase 2 · Calibration
Passed

03

Get Trained & Calibrated

Work through our RLHF training academy and pass calibration exercises that benchmark your clinical judgement — certifying you for paid AI work.

01.D

Total Earned

£4,390

W1
W2
W3
W4
W5
W6
This week£1,100
Avg / week£732

04

Get Matched & Start Earning

We match your verified expertise to AI projects and you start earning — RLHF training, clinical advisory, dataset annotation, or full-time roles.

01.A

Full name

Dr. Sarah Chen

Email

s.chen@nhs.net

Specialty

Cardiology

Category

Doctor

Create Account →

01

Register

Create your account and select your professional category — doctor, nurse, pharmacist, researcher, academic, or allied health.

01.B
Credential Check
GMC7654321
Active
NMC21A1234B
Active
GPhC2087654
Active
HCPCPH98765
Active

02

Verify Credentials

Complete your profile with your regulatory registration (GMC, NMC, GPhC, HCPC) and upload your credentials for verification.

01.C

Calibration score

94%

Pass threshold · 80%

Foundation
Passed
Phase 1 · Mock
Passed
Phase 2 · Calibration
Passed

03

Get Trained & Calibrated

Work through our RLHF training academy and pass calibration exercises that benchmark your clinical judgement — certifying you for paid AI work.

01.D

Total Earned

£4,390

W1
W2
W3
W4
W5
W6
This week£1,100
Avg / week£732

04

Get Matched & Start Earning

We match your verified expertise to AI projects and you start earning — RLHF training, clinical advisory, dataset annotation, or full-time roles.

Did you know

Today’s AI isn’t ready for clinical decision support.

No generative-AI system has been approved by the MHRA as a medical device for clinical decision support. Today’s large language models are trained on general data scraped from the open web — not the tacit clinical judgement built over years at the bedside. The only way to close that gap is to train and evaluate them against the clinicians who practise medicine today — and that is exactly the work we do.

Why you

Medical AI fails in ways only clinicians can catch.

A pharmacist spots the drug interaction. An ED doctor questions the triage. A nurse hears the false reassurance. Your clinical judgement is the reliability layer AI companies can’t build internally — and they pay for it.

Why EnterTheLoop

Built for healthcare professionals

We specialise in clinician verification, training and calibration, and AI evaluation — so the clinicians in our network get the best chance at AI work that suits them, and the companies building that AI get judgement they can trust. We’re also creating in-house roles to curate the UK’s clinical AI evaluation dataset: a sovereign national asset, and a first-mover opportunity that exists nowhere else in the country.

03.A / Flexible Hours

Flexible Hours

Work around your clinical or academic schedule. Most roles offer 5-20 hours per week.

03.B / Premium Pay

Premium Pay

Healthcare AI expertise commands £30-150/hr, paid per task — your clinical knowledge is uniquely valuable.

03.C / Verified Community

Verified Community

Every candidate is credential-verified. Companies trust our talent because we verify everyone.

03.D / No Tech Background Needed

No Tech Background Needed

AI companies need your medical expertise, not your coding skills. Training is provided.

03.E / Multiple Role Types

Multiple Role Types

From RLHF training and clinical advisory to dataset annotation and full-time AI positions.

03.F / UK-Based Support

UK-Based Support

Built by a UK team that understands GMC, NMC, and NHS employment rules.

03.A / Flexible Hours

Flexible Hours

Work around your clinical or academic schedule. Most roles offer 5-20 hours per week.

03.B / Premium Pay

Premium Pay

Healthcare AI expertise commands £30-150/hr, paid per task — your clinical knowledge is uniquely valuable.

03.C / Verified Community

Verified Community

Every candidate is credential-verified. Companies trust our talent because we verify everyone.

03.D / No Tech Background Needed

No Tech Background Needed

AI companies need your medical expertise, not your coding skills. Training is provided.

03.E / Multiple Role Types

Multiple Role Types

From RLHF training and clinical advisory to dataset annotation and full-time AI positions.

03.F / UK-Based Support

UK-Based Support

Built by a UK team that understands GMC, NMC, and NHS employment rules.

Get Trained

Free RLHF Training Pathway

Start with a foundation course in clinical-AI evaluation, then prove your judgement through a two-phase calibration — a quick sequential screen, then full calibration across eight evaluation task types. You finish with a reliability score and a buyer-facing Reliability Report, ready to be matched onto bespoke scenario curation, reviewership panels, and paid evaluation work. Completely free.

Find out more
01Foundation
Evaluate AI Response

Take 2 paracetamol every 4hrs

Safe

Increase warfarin dose to 20mg

Unsafe

Refer to cardiology for review

Safe
Module Progress3/5

Foundation Course

Core RLHF concepts, evaluation methodology, and clinical AI safety. ~45 min, lesson + comprehension assessment.

02Phase 1
Quick Screen · 11 tasks
Agreement with expert9 / 11
Sequential pass

Quick Screen

11-task sequential screen that confirms your judgement is aligned with expert consensus before the full calibration.

03Phase 2
8 task types
Rating
0.88
Comparison
0.91
Ranking
0.83
Rubric
0.86
Correction
0.79
Annotation
0.84
Justification
0.81
Red-team
0.78
Reliability0.84 [0.79, 0.89]

Full Calibration

60–90 minutes across all eight RLHF task types. Produces your reliability score with statistical confidence intervals.

04Outcome
Reliability Report

Certified Evaluator

0.84[0.79, 0.89]
Overall
0.84
Safety
0.91
Annotation
0.78
PDF · JSON · Verified

Certified & Matched

A buyer-facing Reliability Report (PDF + JSON) on record — then matched onto bespoke scenario curation, reviewership panels, and paid evaluation work.

01Foundation
Evaluate AI Response

Take 2 paracetamol every 4hrs

Safe

Increase warfarin dose to 20mg

Unsafe

Refer to cardiology for review

Safe
Module Progress3/5

Foundation Course

Core RLHF concepts, evaluation methodology, and clinical AI safety. ~45 min, lesson + comprehension assessment.

02Phase 1
Quick Screen · 11 tasks
Agreement with expert9 / 11
Sequential pass

Quick Screen

11-task sequential screen that confirms your judgement is aligned with expert consensus before the full calibration.

03Phase 2
8 task types
Rating
0.88
Comparison
0.91
Ranking
0.83
Rubric
0.86
Correction
0.79
Annotation
0.84
Justification
0.81
Red-team
0.78
Reliability0.84 [0.79, 0.89]

Full Calibration

60–90 minutes across all eight RLHF task types. Produces your reliability score with statistical confidence intervals.

04Outcome
Reliability Report

Certified Evaluator

0.84[0.79, 0.89]
Overall
0.84
Safety
0.91
Annotation
0.78
PDF · JSON · Verified

Certified & Matched

A buyer-facing Reliability Report (PDF + JSON) on record — then matched onto bespoke scenario curation, reviewership panels, and paid evaluation work.

EnterTheLoop

Are you ready to train and develop medical AI? Just enter the loop.

Register free
Stay in the loop

New clinical AI roles,
straight to your inbox.

Join the waitlist and we'll email you when roles matching your expertise open up — plus rate updates and priority matching the moment you register.

  • Early access to new AI roles
  • Weekly pay rate updates
  • Priority matching when you register
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