Journal

Choose AKT teaching and question practice by the problem you need to solve, with a clear comparison of FourteenFish and Emedica packages.

Understand the MRCP Part 1 scaled pass mark and use question-bank scores to guide revision without inventing a pass prediction.

Use UK MRCP questions selectively while keeping the RACP blueprint, regional practice and official examination resources at the centre of preparation.

Separate the official AMC preparation resource from commercial question banks and decide what additional practice would genuinely help.

Compare TopQbank and SampQs for CCFP 2027 by demonstrated MCQ and short-menu support, case reasoning, feedback and current-format practice.

Evaluate GPhC calculation resources by numerical entry, worked reasoning, rounding, equipment practice and the error mechanism you need to correct.

Understand PSA prescription feedback, distinguish incomplete prescriptions from unrecognised answers and investigate disagreements without treating AI as an examiner.

Compare Geeky Medics and Medibuddy PSA preparation by task coverage, prescription entry, feedback, mocks and the weakness you need to address.

Assess Pastest and MRCEM Success by their SBA subscriptions, explanation quality, mock provenance and the learning problem a switch would solve.

Compare MRCEM SBA resources by explanations, tutorials, curriculum coverage and support, rather than headline question counts.

Explicit assumptions, realistic workflows and visible uncertainty may transfer between healthcare settings, but their value in NHS practice needs testing.

Local medical AI needs more than national sources: it needs visible authority, meaningful clinical participation and a transparent way to handle disagreement.