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Artificial Intelligence · Capstone

AI Interview Proctoring System

Monitors online interviews and hands the interviewer a report

5-6 weeks build

Overview

Built for one-to-one hiring interviews rather than exams. With the candidate's consent, the browser tracks face count, gaze direction, tab and window switches, and whether a second voice is speaking. Events are timestamped against the interview recording, and the interviewer gets a timeline report with clips to review; nothing is scored as cheating automatically.

What makes it stand up

  • 01Candidate consent screen before any monitoring starts
  • 02Multiple-face and gaze-away detection from the webcam
  • 03Second-speaker detection from the microphone stream
  • 04Tab-switch and focus-loss events captured in the browser
  • 05Timeline report for the interviewer with reviewable clips

Module breakdown

  1. 01

    Interview room

    React client with webcam, mic and consent flow.

  2. 02

    Vision checks

    Face count and gaze estimation with MediaPipe.

  3. 03

    Audio checks

    Voice activity and speaker-change detection.

  4. 04

    Event service

    FastAPI ingestion of timestamped events.

  5. 05

    Interviewer report

    Timeline, flagged moments and clip playback.

After this, you will be able to

  • Explain how gaze is estimated from face landmarks
  • Defend why the system flags rather than judges
  • Demo a mock interview producing a timeline report

Technology stack

  • Python
  • MediaPipe
  • OpenCV
  • FastAPI
  • React
  • MongoDB

Complete kit

₹9,999₹17,499
-43%

Delivered in under 48 hours

Level
Capstone
Domain
Artificial Intelligence
Build time
5-6 weeks
Difficulty

You receive

  • Complete, commented source code
  • 60-90 page project report (IEEE format)
  • Editable presentation deck
  • Architecture, ER and UML diagrams
  • Local setup and deployment guide
  • Sample dataset or seed data
  • Viva question bank with answers
  • One 45-minute walkthrough call
  • 30 days of doubt-clearing support
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