Medical AI is only as safe as the doctors checking it.
Models now suggest diagnoses, doses and management plans with total confidence — even when they're wrong. Your clinical reasoning is what separates sound advice from a dangerous hallucination, and it's exactly what the next generation of medical AI is missing.
In short
- Use your clinical judgement to make medical AI safer
- Free training and calibration — no AI background needed
- Remote and flexible, around your practice
- Verified against your professional register
How you make medical AI safer.
Medical AI is only as safe as the experts who judge it. These are the calls only doctors are placed to make — the failures you can catch that a model never will on its own.
Catch the dangerous diagnosis
Spot when a model anchors on the obvious and misses the red flag — the chest pain written off as anxiety, the differential narrowed far too soon.
Make prescribing safe
Flag the plausible-looking dose, the missed contraindication, and the interaction a confident answer glosses straight over.
Hold it to the guidelines
Know when advice drifts from NICE or the BNF, or quietly leans on practice that's already been superseded.
Know when to say “see a doctor”
Judge when a model should express uncertainty and escalate rather than reassure — the call that actually keeps patients safe.
Ways to contribute.
The same expertise, applied across the work that makes medical AI safer — pick what fits you.
Evaluation & red-teaming
Rate and stress-test AI medical responses against real clinical reasoning, probing for the ways they fail.
Scenario & dataset curation
Author and label the clinical cases that teach models what good — and dangerous — actually look like.
Clinical advisory
Shape product safety, validation and review with frontier AI and health-tech teams.
From doctors to certified evaluator.
Every contributor takes the same calibrated path first — free, self-paced, and the reason AI teams can trust your judgement.
Foundation course
Learn the concepts, methodology and clinical AI safety principles behind the work.
Quick Screen
A short diagnostic that confirms your judgement aligns with expert consensus.
Full Calibration
A calibration across the eight task types that puts a reliability score on your profile.
Get matched
We match you to evaluation work that fits your expertise.
Common questions
Doctors FAQ
How doctors get started, what the work involves, and how verification works.
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
entertheloopClinicians powering AI alignment, training & safety.Verified against
entertheloopClinicians powering AI alignment, training & safety.