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 pass a statistical calibration assessment against expert consensus. Every evaluator is credential-verified and arrives with a Reliability Report built for procurement, regulators, and safety review boards.

View services View methodology

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, two-phase calibration assessment, reliability score on record. Identical pathway for every profession — so the score on a doctor’s profile means the same as the score on a pharmacist’s.

See the methodology View training

Foundation

~45 min

Phase 1 — Quick Screen

11 tasks · ~20 min

Phase 2 — Full Calibration

60–90 min · 8 task types

Certified Evaluator

Reliability Report issued

Deep reads

Failure Mode Analysis

Red-Team Scan12/12 categories

2 critical modes flagged for review

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

Training Academy

Foundation course plus two-phase calibration pathway. Every evaluator passes the same rigorous assessment 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 carries a Reliability Report.

A procurement-grade artifact — PDF for safety reviews, JSON for your QMS ingest. Reproducible on demand, and built for the people who’ll ask the hardest questions: procurement, regulators, and your safety review board.

See the methodology The 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 fixed-price brief — no long enterprise procurement.

Fixed-price quote
No drawn-out procurement process

NDA available on request.

entertheloopClinicians powering AI alignment, training & safety.

Verified against

GMCNMCGPhCHCPC

entertheloop

Clinicians powering AI alignment, training & safety.

For Employers

Clinicians trained and calibrated to evaluate.

View services View methodology

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.

See the methodology View training

Foundation

~45 min

Phase 1 — Quick Screen

11 tasks · ~20 min

Phase 2 — Full Calibration

60–90 min · 8 task types

Certified Evaluator

Reliability Report issued

Deep reads

Failure Mode Analysis

Red-Team Scan12/12 categories

2 critical modes flagged for review

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

Training Academy

Foundation course plus two-phase calibration pathway. Every evaluator passes the same rigorous assessment 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 carries a Reliability Report.

See the methodology The 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 fixed-price brief — no long enterprise procurement.

Fixed-price quote
No drawn-out procurement process

NDA available on request.

entertheloopClinicians powering AI alignment, training & safety.

Verified against

GMCNMCGPhCHCPC

entertheloop

Clinicians powering AI alignment, training & safety.

Clinicians trained and calibrated to evaluate.

Clinician’s Verified.

Clinician’s Trained & Calibrated.

Safety Framework

Training Academy

Every evaluator carries a Reliability Report.

PDF + JSON

Per-metric confidence intervals

12-category safety coverage

Full audit trail

30-minute call. Get a quote.

Clinicians trained and calibrated to evaluate.

Clinician’s Verified.

Clinician’s Trained & Calibrated.

Safety Framework

Training Academy

Every evaluator carries a Reliability Report.

PDF + JSON

Per-metric confidence intervals

12-category safety coverage

Full audit trail

30-minute call. Get a quote.