VivaMirror — Offline AI Viva Practice Coach
A browser-based SaaS where students upload their project report, PPT, and source-code summary, then practice viva questions generated locally from their own material. It can score answer completeness, detect filler words from microphone recordings, show concepts they repeatedly miss, and create a last-day revision sheet. Instead of calling external AI APIs, use locally hosted/open-source models for document embeddings, question generation, speech-to-text, and basic answer similarity scoring. This is especially useful for final-year students who fear project viva more than building the project itself.











