{"id":19046,"name":"CognitoGuard","purpose":"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.","profitable":1,"date_generated":"Thursday July 2026 17:40","reference":"cognitoguard-document-security","technology_advise":["Python","Difficult","Medium","PostgreSQL"],"development_time_estimation_mvp_in_hours":180,"grade":8.7,"category":"security","view_count":18,"similar_ideas":[{"id":22630,"name":"CredentialGuard AI","grade":8.2,"category":"security"},{"id":18789,"name":"CyberGuard AI","grade":8.1,"category":"security"},{"id":8663,"name":"CobolGuard","grade":7.2,"category":"devtools"},{"id":23301,"name":"PromptGuard AI Pipeline Monitor","grade":6.5,"category":"security"},{"id":13884,"name":"CredentialGuard AI","grade":8.5,"category":"security"}],"source_headline":"Copilot for Word can copy poison into every document"}