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Pastest brings an AI assistant to MSRA revision — here is the reproducible rubric for testing what it grounds and where it guesses, why the Professional Dilemmas paper is beyond it...

PassMedicine can drill MSRA clinical knowledge at scale, but its dashboard cannot see half the exam — this audit explains what each metric measures, why repeats flatter you, and ho...

Pastest's Tutor mode puts an AI assistant inside MRCP Part 1 practice — this audit gives you the six-question rubric, provenance checks and safe-use protocol to find out what it gr...

PassMedicine's MRCP Part 1 dashboard optimises practice performance, not exam readiness — here is what each metric really measures, where selection bias hides, and how to audit you...

This is an update to our existing look at AMBOSS's convergence strategy, reflecting how far the stack has extended since: EHR integration and MCP now sit alongside the education an...

AMBOSS's chart-to-knowledge roadmap is a genuinely useful model to learn from. Building the NHS equivalent is not a translation exercise. It changes the source hierarchy, the techn...

AMBOSS wants to combine its own knowledge base, national guidelines and local hospital protocols in one answer. Ingesting all three is the easy part. Deciding which one wins when t...

AMBOSS's three integration phases map onto a much bigger question every clinical AI platform will eventually have to answer: at what point does helping a clinician become acting fo...

Grounding a medical AI product in unrestricted web search is a genuine liability. Here is where developers can actually go for curated, licensable medical knowledge instead, and wh...

EHR integration ranges from a simple launch button to genuine patient-aware reasoning with structured write-back. Here is where the current field of clinical AI tools actually sits...

AMBOSS is building context from the longitudinal patient record. Heidi is building it from the live consultation. Both are genuinely valid sources of clinical context, and they are...

Since the last comparison of these two platforms, both have moved decisively towards patient-aware AI, just via different routes. This update covers only what has genuinely changed...