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Academic integrity system

Zero Cheating

Evidence across the whole assessment.

A Chrome extension, desktop proctoring app, mobile verification flow, and evidence backend for assignments and exams.

Product design & developmentBrowser · Desktop · Mobile · AI
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Zero Cheating case study cover

Overview

The product

Zero Cheating connects assignment authorship, exam-environment monitoring, identity verification, and educator review through one evidence model.

Challenge

What had to change

A final answer or exam result rarely explains how it was produced. Reviewers miss authorship changes, device activity, identity context, and the environment around the assessment.

Response

The system built

The system captures observable signals while work happens, processes heavier evidence asynchronously, and organizes the result into a traceable reviewer workflow.

Product capabilities

What the product needed to do.

Assignment authenticity

Observe typing cadence, edit history, source reuse, and suspicious document events.

Desktop proctoring

Monitor exam sessions with device-state checks and computer-vision signals.

Identity verification

Verify the student on mobile before connecting them to an exam session.

Evidence timeline

Turn time-stamped events and media into a review-ready record.

Async intelligence

Run longer evidence and computer-vision jobs away from interactive requests.

Educator review

Preserve human judgment with structured context rather than automated verdicts.

Technology

The stack behind the experience.

Browser

Chrome ExtensionJavaScript

Applications

ReactElectronReact Native

Backend

PythonDjangoCelery

Intelligence and media

YOLOv8Computer VisionAWS S3

Visual case study

Six views of the product system.

The deck moves from product context through the problem, features, architecture, delivered system, and final product presentation.

Zero Cheating system overview slide
Overview
Zero Cheating problem and response slide
Problem / Solution
Zero Cheating Chrome extension features slide
Product Features
Zero Cheating technology stack slide
Tech Stack
Zero Cheating delivered system summary slide
Summary
Zero Cheating desktop proctoring mockup slide
Product Mockup

Delivered system

An end-to-end integrity platform built to observe the process and help educators review the evidence responsibly.

  • Chrome assignment extension
  • Desktop proctoring app
  • Mobile biometric verification
  • Evidence processing and review

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