Writing reflections is the single most-dreaded aspect of the GP trainee portfolio. Not because reflection itself is difficult — but because staring at a blank FourteenFish template and trying to convert a clinical encounter into a structured, capability-linked reflective entry feels like a different skill entirely from practising medicine.
Learner+ (by CMEfy) is the first purpose-built AI tool designed to solve this specific problem.
What Learner+ Does
Learner+ generates AI-powered reflection prompts tailored to your clinical encounters. You describe what happened — a clinical case, a difficult consultation, a learning moment — and the AI produces structured reflection scaffolding that guides you toward a complete, portfolio-ready entry. The prompts are designed to be clinically relevant (not generic "how did that make you feel?" prompts) and aligned with the RCGP curriculum and GMC revalidation standards.
The direct FourteenFish integration is the key practical feature — the reflection output feeds directly into your portfolio, eliminating the copy-paste workflow that most AI-assisted reflection currently involves (type into ChatGPT, edit the output, paste into FourteenFish, hope no one notices).
The Pilot Data
Learner+ was piloted with 24 GP trainees over 4-6 months in a London GP training network (in partnership with Health Innovation Kent Surrey Sussex). The results were promising: 77% found reflections easier to complete, 90.5% would recommend the platform to colleagues, 50% said reflections were "more thoughtful than usual," 50% said reflections were "aligned with portfolio needs," and the average usability rating was 4.27/5.
Pre-pilot data revealed that over 60% of GP trainees were already using ChatGPT informally for reflective practice — highlighting both the demand for AI-assisted reflection and the risk of unstructured, non-curriculum-aligned output entering training portfolios. The Learner+ pilot was conducted in partnership with Health Innovation Kent Surrey Sussex, lending institutional credibility to the evaluation.
Strengths
Purpose-built for the specific pain point. Learner+ does not try to be a Q-bank, a clinical reference, or an SCA preparation tool — it focuses entirely on making reflective practice easier, more meaningful, and portfolio-aligned. The FourteenFish integration removes friction. The curriculum alignment ensures reflections map to RCGP capabilities rather than producing generic AI output.
Limitations
Very small pilot (24 participants) — the evidence base is promising but not robust. Availability beyond the pilot cohort is unclear. The RCGP has not formally endorsed AI-written reflections — and there is an open question about whether reflections produced with AI scaffolding satisfy the spirit of reflective practice or merely the letter of portfolio requirements. The platform is early-stage — reliability, scalability, and long-term availability are unknowns.
Where iatroX Fits
Learner+ helps structure your reflections. iatroX's CPD module maps learning activities to professional domains with AI-assisted reflection scaffolding — addressing the same pain point from a different angle. iatroX also generates the clinical learning content (via adaptive quiz and guideline Q&A) that creates meaningful encounters worth reflecting on. Both tools address portfolio friction — Learner+ from the reflection side, iatroX from the learning-content side.
The Bottom Line
Learner+ is a promising early-stage tool that addresses a genuine pain point — and the pilot data supports its value proposition. For GP trainees in the pilot cohort or with access to the platform, it is worth trying. For trainees without access, the same principle applies: use structured AI tools for reflection scaffolding rather than unstructured ChatGPT output. Whether that tool is Learner+, iatroX CPD, or a future competitor, the direction of travel is clear — structured, purpose-built, fully curriculum-aligned AI-assisted reflection is clearly coming, and purpose-built, curriculum-aligned tools are preferable to generic LLMs.