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Document Q&A

Lets people ask questions about long documents instantly.

Intermediate24h1–3 people16/20 fit
TL;DR

Build Document Q&A for students, researchers, and professionals in ~24h with 1–3 people. Stack: Next.js + RAG + LLM.

Why it wins: Classic strong demo that judges recognize.

Build flow

01 · Problem
Long PDFs are hard to search when you need a specific answer.
02 · Solution
Upload a PDF. Ask questions and get answers with citations.
03 · Build
  1. 1Extract + chunk the PDF
  2. 2Embed chunks
  3. 3Retrieve + answer
  4. 4Show citations
04 · Demo
Upload a short PDF → ask one question → show answer + source.

MVP checklist

  • PDF upload
  • Chat-style Q&A
  • Cited sources
  • Highlight in document

Tech stack

TechRole
Next.jsFrontend + API routes
RAGRetrieval over your docs
LLMLanguage model

Reference repos

Open-source projects you can build on. Links checked 2026-10-31.

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