Currently in private beta
UroMind is an adaptive question bank built for urology residents. Every question is generated from established urology references, and every answer is backed by a verbatim citation back to the source.
How it works
01
Every question must cite a verbatim sentence from the established urology references. The system literally checks character-by-character that the quote exists in the source materials. No citation, no question.
02
Every question is generated twice from the same source passage. If the model doesn't converge on the same correct answer between the two attempts, the question is discarded.
03
A separate AI session re-reads each finished question and scores it on clinical realism, distractor plausibility, and citation support. Only questions scoring ≥4/5 confidence ship to a resident.
Built by a resident
UroMind is built by Dhruv Puri, MD — a urology resident who got tired of preparing for the most consequential exam of his career using question banks that weren't built from the exam's source material. Every safety check in the pipeline exists so residents can study directly from canonical urology references rather than third-party reinterpretations. The goal is simple: a question bank a senior attending would be comfortable handing to their own residents.