{"id":20426,"name":"Log Sentinel AI","purpose":"An enhanced log analysis dashboard leveraging machine learning (Isolation Forest) to detect anomalies and security threats beyond rule-based systems, offering proactive cybersecurity posture management.","profitable":1,"date_generated":"Saturday August 2026 22:14","reference":"project-log-sentinel-ai","technology_advise":["Python","PostgreSQL","Medium"],"development_time_estimation_mvp_in_hours":120,"grade":7.8,"category":"security","view_count":3,"similar_ideas":[{"id":10646,"name":"IAM Sentinel","grade":8.2,"category":"security"},{"id":549,"name":"SocialSentinelAI","grade":7.2,"category":null},{"id":12544,"name":"SentinelAI","grade":7.8,"category":"security"},{"id":12015,"name":"SentinelAI","grade":8.2,"category":"security"},{"id":11991,"name":"Sentinel AI","grade":8.2,"category":"security"}],"source_headline":"ML Anomaly Detection added to Cybersecurity Tool"}