Upload your textbooks, lecture notes, and videos. Students get instant, page-cited answers — grounded strictly in your curriculum. Day or night.
Pharmacology Dept · MSRIT Medical College
Anatomy, Pharmacology, Pathology — each with enormous prescribed textbooks. Students spend hours searching for a 2-line answer. Your curriculum sits inert in PDFs no one can query.
The night before an internal exam is when confusion peaks. Students resort to WhatsApp groups, unreliable YouTube videos, or simply giving up. Your faculty have no idea what's being searched.
Which topic confused the entire Pharmacology batch this semester? Right now, professors don't know. No feedback loop exists between student struggles and teaching focus.
MediMind AI ingests your Healthcare institutions's prescribed textbooks, faculty notes, and lecture recordings — then answers student questions grounded strictly in that content. Every answer cites the exact source.
c_msrit_d_pharmacology
From your first document upload to students chatting with the AI — the entire setup takes under 30 minutes.
Drag your textbooks, PPT slides, and lecture videos into the admin panel. Tag by department, subject, and semester.
Our Python pipeline extracts every page, creates semantic embeddings, and stores them in isolated department namespaces.
Students register, select their department, and ask anything. Answers stream instantly with page-level citations from the actual textbook.
Upload any format
Dept-scoped answers
Confusion heatmap
VTU / MCI formats
Self-register + chat
Zero data leakage
Upload any file format — our Python-powered pipeline extracts text from every page, handles scanned PDFs with OCR, transcribes lecture videos with Whisper, and indexes everything into your department's isolated vector store.
Text + scanned, with OCR quality scoring
Whisper transcription with timestamps
Each doc rated 0–1 for parse quality
Update a doc and re-index in one click
Every student query is scoped to their registered department's vector namespace. The AI retrieves the top 5 most relevant chunks, reranks them, and generates a streamed answer using Claude Haiku — always citing the source.
Dense + BM25 keyword + Cohere rerank
Low confidence → honest "not in materials"
Token-by-token real-time response
Every answer: Book · Chapter · Page
The confusion heatmap is what sets MediMind AI apart. Faculty see exactly which topics generated the most questions, which answers had low confidence, and which subjects are under-documented — before the exam season.
DAU, queries/week, peak times
Topics sorted by student struggle score
Flag content gaps for faculty action
% of queries answered vs unanswered
Generate questions in the exact format your university demands — NMC/MCI-style SAQs, LAQs, and MCQs — all grounded in your uploaded materials, not generic medical knowledge.
Scoped to specific syllabus sections
MCQ, SAQ, LAQ, viva-style questions
Weights topics by past year paper frequency
Model answers generated from materials
Students self-register on your Healthcare institutions's branded URL, select their department, and start chatting immediately. If their department isn't set up yet, they automatically fall back to the Healthcare institutions's general content.
Name, email, roll no, dept, semester
Students see all past sessions
Auto-upgrades when dept content is ready
Works on any device, anytime
This is the hardest engineering problem we solved. Every Healthcare institutions gets isolated MongoDB databases, every department gets an isolated Pinecone namespace. A Pharmacology student's query physically cannot retrieve Anatomy department content.
Each Healthcare institutions gets its own MongoDB database
Pinecone: c_{Healthcare institutions}_d_{dept} scoping
Full deployment on your Healthcare institutions servers
Student data never used for model training
MediMind AI's confusion heatmap gives faculty a live window into student knowledge gaps. No surveys, no guesswork — just real query data from your own students.
Start with 1 department, 100 students, 5 documents — completely free for 60 days. No technical setup. We handle onboarding.
No credit card · No setup fees · Cancel anytime