QuizLeak
QuizLeak helps schools detect when assessments are being shared online and gives administrators a practical response plan. Teachers upload a quiz or exam (PDF, DOCX, or question bank export). The system fingerprints each question and monitors common leak channels (paste sites, public Discord servers, Reddit, and searchable web pages) for near-matches, not just exact copies. When a likely leak is found, it alerts staff with evidence, source links, and a suggested mitigation checklist (swap items, re-grade policy, alternate forms). It also generates multiple equivalent versions of a test from the same learning objectives to reduce the impact of sharing. This is not a magic “stop cheating” tool; it’s a detection-and-recovery workflow that saves hours of manual searching and reduces repeated reuse of compromised items. Designed for districts and tutoring/test-prep centers that rely on repeatable assessments.