The system should carry the load. Not the doctor.
A South African company building for the whole arc of a medical career — the specialist exams a registrar sits today, and the practice they will run tomorrow.
- Founded
- South Africa
- Focus
- Specialist exams, then practice
- Markets
- South Africa → Pan-African
- Products
- Lorraine Learn · Loop
To remove the cognitive burden that broken systems place on doctors — from the day they begin studying for their specialist exams to the day they run their practice — so they can give their full attention to the patient in front of them.

A continent where no doctor’s potential is wasted on systems never designed for them.
Not better software for medicine. Fewer places where the system asks the doctor to compensate for it.
Principles we hold to.
The decisions we keep making in build reviews, in research sessions, and in the release-readiness rubric before anything ships.
- 01
Doctor-first
Clinical content and clinical features go past a practising clinician before they ship. If a registrar would not trust it at 3am, it does not ship.
- 02
Built for this context
Mixed cash and medical aid billing. Multilingual patients. Intermittent connectivity. Practices of one to five doctors. We design for the reality, not the brochure.
- 03
Evidence, not vibes
Model behaviour is measured against a benchmark built for this context. No checkpoint ships on training loss alone — promotion is gated by a lift we can point to.
- 04
Honest abstention
If the guidance is ambiguous, the system says so. We would rather surface a gap than produce a confidently wrong answer that nobody can spot.
- 05
Built with the community
Registrars, consultants, and practice managers sit inside our release cycle — not in a testimonial at the end of it. A Clinical Advisory Board is being seated to sit alongside them.
Built in South Africa. Building for the continent.
Lorraine Learn is live with registrars preparing for CMSA exams — expanding across all major CMSA colleges, then East Africa (Kenya, Tanzania) and West Africa (Nigeria, Ghana). Loop is in beta with early practices, grounded in research with practising doctors and practice managers.
Start with Lorraine Learn
Structured, adaptive exam prep for specialist certification — built around a clinical schedule, not a student's.
