{"id":8631,"name":"Confidential Data Shield","purpose":"A runtime security system that intercepts sensitive data like emails and dynamically enforces sensitivity label policies, preventing unauthorized access and data breaches, regardless of platform restrictions. It builds upon lessons from Microsoft Copilot's missteps in handling confidential information.","profitable":1,"date_generated":"Tuesday February 2026 06:41","reference":"project-confidential-data-shield","technology_advise":["C#","Difficult","Medium"],"development_time_estimation_mvp_in_hours":280,"grade":8.8,"category":"security","view_count":55,"similar_ideas":[{"id":8627,"name":"Sensitive Data Leak Prevention Agent","grade":8.1,"category":"security"},{"id":2879,"name":"Confidential Data Sentinel","grade":8.2,"category":null},{"id":7747,"name":"SecureComms Shield","grade":6.9,"category":"security"},{"id":7212,"name":"Sentinel Privacy Shield","grade":8.2,"category":"security"},{"id":12180,"name":"Adaptive Shield","grade":7.9,"category":"security"}],"source_headline":"Microsoft Copilot Ignored Sensitivity Labels, Processed Confidential Emails"}