

No matter how advanced AI is, the realism, clarity, and educational value of the experience come down to one thing: the quality of the scenarios.
That’s why every single case in AI Clinical Coach has been designed, reviewed, and fine-tuned by some of the world’s foremost experts in clinical assessment and medical education who have shaped the way doctors are trained and evaluated around the globe.
They include educators who have senior academic roles across London teaching hospitals, reformed assessments at universities from the UK to Singapore, chaired global consensus groups, published widely, and advised medical and health regulators from the UK to Australia.
They helped set the standard for modern clinical assessment, and now they're helping risr/ set the standard for AI-powered medical education.
The combination of expert-authored scenarios and deep AI engineering are what powers the realism of our AI patient, the objectivity of our AI assessor, and the empathy of our AI coach.
A realistic scenario is a learning experience that:
We’ve learned from both testing and student feedback that the quality of the AI experience depends on the quality of the content behind it.
Our team of engineers works side-by-side with our educators to optimise every element. We tune, evaluate, and re-engineer until the AI delivers performance that learners trust.
We’re also working closely with our institutional partners (medical schools already using risr/ for high-stakes exams) to support them in writing their own scenarios.
Authoring for AI isn’t the same as authoring for paper or in-person exams. That’s why we’ve been advising educators on how to structure dialogue, layer complexity, and embed variation into their scenarios to get the most from AI simulations.
The result: better cases, better practice, and better performance.
We work hand-in-hand across content and technology, tuning every detail to make sure the AI delivers an accurate and meaningful experience. Our content isn’t scraped from textbooks, it’s designed for today’s learners and tomorrow’s clinicians.
When you practise with AI Clinical Coach, you’re not just training with a chatbot. You’re preparing with carefully designed scenarios, shaped by some of the world’s most experienced medical educators, and delivered through AI built by a team who understands both the technology and the stakes.
Because in clinical education, what you practise matters — and we believe you deserve the best.