▸ DATA-AUTHOR
Clinical Dataset Authoring & QA
Authoring and quality-reviewing clinical vignettes, medical rationale datasets, and training data for frontier LLMs and exam-prep models.
USMLENEET PGAnnotation
Credential
USMLE Question-Writing Panel
Selected by Saint James School of Medicine's USMLE panel for board-style question authoring. Open to similar question-writing engagements — NEET PG, USMLE, or medicine more broadly — for other institutions and platforms.
Licensable Asset
NEET PG Clinical Question Bank
A physician-authored MCQ bank built for exam-prep coaching, now available for licensing to training-data and ed-tech buyers.
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Past-Year Papers Screened Against
ℹ Every question is screened for textual overlap against a broad corpus of past-year exam papers (NEET PG, INI-CET, UPSC CMS) — important for any dataset used in AI training or evaluation, since public exam content can already be present in model training data. The 4,305 questions above cleared that screen. * This is an ongoing, growing project — new questions are added and existing sets are licensed to buyers on a rolling basis, so the live count changes. Contact for the current available number. Final legal sign-off on the cleared set is in progress. Last updated 19 August 2026.
Example Questions
Download the Sample Set
25 real questions, full structure, live images. Submit your details to access — used only to know who's evaluating the dataset.