The four types at a glance
| Type | Good for | Watch out for |
|---|---|---|
| Lecture-to-question generators | Covering lectures you haven’t got to, in exam format, without writing cards | Questions drifting into general knowledge; US board-style questions when your faculty sets SBAs |
| Source-grounded notebooks | Understanding a dense lecture or reading list | Understanding is not remembering; check whether reviews are scheduled |
| General chatbots | A second explanation at 2 a.m. | Not a medical reference; a chat thread is not a question bank |
| AI OSCE patients | Fluency in history-taking without a partner | Not an examiner; can’t teach hands-on examination |
Lecture-to-question generators
You upload lecture slides and get practice questions written from them. Panic Bank writes clinical SBA questions (about 25 from a typical lecture), flashcards and full notes from one lecture and schedules them with spaced repetition; it also has spotting decks and an OSCE voice patient. Neural Consult, MedSchool Companion and QuizMed also generate questions from uploads, and several offer Anki export, which Panic Bank does not.
Source-grounded notebooks
Google NotebookLM is the best-known example and is free: it answers questions, writes summaries and can make flashcards and quizzes from the documents you give it. NotebookLM vs Panic Bank.
General chatbots
ChatGPT, Claude and Gemini are good explainers. They are not a medical reference — answers are not tied to a source unless you paste one in — and nothing is kept as a bank or scheduled. Panic Bank vs ChatGPT.
AI patients for OSCE practice
Few study tools offer this yet. In Panic Bank you take a history out loud from an AI patient that answers like a patient — in Egyptian Arabic by default, or English when you ask — and your mark scheme is graded when you finish. How it works.
Five checks before you trust an AI study tool
- Grounding: are questions generated from your material, or from the model’s general knowledge?
- Exam format: does it write in the format you are examined in — SBA, MCQ, short answer?
- Memory: does it schedule reviews, or do you have to remember to come back?
- Corrections: can you report a wrong question, and what happens when you do?
- Sharing: what happens to what you upload? Some tools, Panic Bank included, share uploaded lectures with classmates. Read the terms before uploading anything you can’t share.
Where AI should not replace the established tools
- US and UK licensing exams: use a bank written for that exam (UWorld, AMBOSS, Passmedicine).
- Clinical decisions: use UpToDate, BMJ Best Practice and local guidelines, not a chatbot.
Frequently asked questions
What is the best AI tool for medical students?
It depends on the job. For turning your own lectures into exam questions, a lecture-to-question generator such as Panic Bank, Neural Consult or MedSchool Companion. For understanding a lecture, a source-grounded notebook such as NotebookLM. For OSCE history-taking practice, an AI patient such as Panic Bank’s voice mode. General chatbots are good explainers but not a medical reference.
Can AI make practice questions from my lecture slides?
Yes. Several tools generate questions from uploaded lecture PDFs. Panic Bank writes clinical SBA questions — about 25 from a typical lecture — plus flashcards and full notes, and schedules them with spaced repetition.
Is there an AI patient for OSCE practice?
Yes. Panic Bank includes an OSCE mode where you take a history out loud from an AI patient that answers in Egyptian Arabic by default, or English when you ask. Your mark scheme is graded when you finish. It is in the paid plans.
Are AI-generated questions accurate?
They are written only from the lecture you uploaded and tagged for clinical importance. Flashcards also pass through a second, text-only editor that repairs a vague card without changing its answer. If anything is still wrong, any student can report it, and a wrong question or card is hidden for the whole year. It is still AI, so check anything that surprises you against your lecture.