EnterTheLoopentertheloop
For Clinicians
Sovereign AIBlogAboutContact
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

For Employers

Clinicians trained and calibrated to evaluate.

Your AI is only as trustworthy as the experts who judge it. Our UK-registered doctors, nurses, pharmacists, and academics are calibrated against a graded reference. Every evaluator is credential-verified and arrives with a Reliability Report recording inter-rater agreement and per-metric uncertainty. Calibrated daily on cases written by their own profession.

View servicesView methodology
Reliability ReportPDF + JSON
PM

Dr P. Mensah

General Practice · GMC verified

Verified

Calibration score · this week

95% CI
608010091

Score

91

95% CI

86–95

Cohen's κ

0.88

Registration checked · GMC · NMC · GPhC · HCPC
Verification

Clinician’s Verified.

We verify every professional against GMC, NMC, GPhC, and HCPC public registers before they enter your pipeline.

GMC
NMC
GPhC
HCPC
The pathway

Clinician’s Trained & Calibrated.

Foundation course, daily calibration, reliability score on record. Identical method for every profession, so the score on a doctor’s profile means the same as the score on a pharmacist’s.

See the methodologyView training
01

Foundation

~45 min

02

Daily calibration

5 cases · ~4 min a day

03

Calibration line

8 task types · updated overnight

04

Matched to work

Same measurement for everyone

Deep reads
Failure Mode Analysis
Critical
Major
Minor
Hallucination
Critical
Dosage Error
Critical
Omission Bias
Major
Outdated Evidence
Major
Tone / Empathy
Minor
Red-Team Scan12/12 categories
2 critical modes flagged for review
01

Safety Framework

Clinical AI failure-mode taxonomy with severity classification and red-teaming methodology.

Learn more→
Training Progress
11/14
Tier 1: Foundation5/5
Tier 2: Advanced4/5
Tier 3: Specialist2/4

Recent Modules

RLHF Fundamentals
Clinical Safety in AI
Prompt Evaluation
Red-Teaming Methods
Domain Calibration
02

Training Academy

Foundation course plus daily calibration on cases written by their own profession. Every evaluator is measured the same way before any paid work.

Learn more→
Compliance & governance

Audit trail

Per evaluator, per task

GDPR-aligned

UK Ltd · ICO-registered

Methodology versioned

Recorded with every result

Right to erasure

Compliant retention policy

The Deliverable

Every evaluator is measured the same way.

Judgement is measured on a calibration line built from the daily loop, across the eight task types and updated overnight. Reliability Reports issued under the earlier calibration still stand, as PDF for safety reviews and JSON for your QMS ingest, and remain verifiable. Both are built for the people who’ll ask the hardest questions: procurement, regulators, and your safety review board.

See the methodologyThe 12 failure modes
Inside the reportProcurement-grade
  • 01

    PDF + JSON

    Human-readable for safety reviews; machine-readable for QMS and evidence-pipeline ingestion.

  • 02

    Per-metric confidence intervals

    Beta-Binomial intervals for proportions, bootstrap for continuous scores — a lower confidence bound on every metric.

  • 03

    12-category safety coverage

    Performance broken down across the full failure-mode taxonomy, so you see where each evaluator is strongest.

  • 04

    Full audit trail

    Evaluator IDs, gold-task agreement, attention-check history, and methodology version recorded against every result.

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

No account needed. How we handle the details you send is set out in our Privacy Notice.

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