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CognitoGuard

8.7
security profitable added: Thursday July 2026 17:40

A runtime vulnerability scanner for AI-powered document generation tools, specifically designed to detect and prevent Copilot-like injection attacks. Monitors the output of AI models and actively blocks the propagation of malicious instructions into newly generated documents.

180h
mvp estimate
8.7
viability grade
17
views

technology stack

Python Difficult Medium PostgreSQL

inspired by

Copilot for Word can copy poison into every document