STUDY, REWIREDTHE BRIEF
Turn a static PDF into a living study partner.
Students don’t need another document viewer. They need a way to ask, test, revisit, and retain. LuminaIQ makes learning material responsive through a RAG-powered experience designed around the natural rhythm of curiosity.
THE SYSTEM
01 UploadBring in the material.
→02 UnderstandChunk, embed, retrieve.
→03 InteractChat, quiz, take notes.
THE BUILD
Fast answers need a calm system behind them.
The platform pairs a React interface with FastAPI services, LangChain retrieval logic, and Qdrant vector search. Load balancing and efficient retrieval paths were designed for low-latency use at scale.
- Document chat grounded in the uploaded source
- Auto-generated quizzes to test recall
- Smart notes that turn consumption into synthesis
- Built to support 100+ concurrent users
THE OUTCOME
TOP150
Recognised among 10,000+ entries at StartupGrind 2026.
LuminaIQ was selected among the Top 150 Global Startups, validating both the product vision and its ability to make complex learning feel approachable.
NEXT CASE STUDY
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