AI Insights
Machine learning-powered anomaly detection and risk analysis
AI Engine Active
Isolation Forest model · Claude Haiku analysis · 4 anomalies detected today
Risk Posture
Risk Score Trend
Detected Anomalies
4 activeBrute Force Attack Detected
3 min ago847 failed login attempts from 185.220.101.47 in 15 minutes
Vulnerability Spike
12 min agoCritical vulnerabilities increased 340% compared to baseline
Suspicious Request Pattern
28 min agoSQL injection attempts detected on api.example.com — 23 unique payloads
Port Scan Activity
1 hour ago143 ports probed on 10.0.1.0/24 subnet from internal IP
AI Recommendations
Patch CVE-2024-3400 immediately
Your Palo Alto firewall is vulnerable to an actively exploited OS command injection. CISA KEV listed.
Disable public S3 bucket access
logs-backup-prod bucket has public read access exposing 2.4GB of log data.
Enforce MFA for 12 IAM users
Accounts without MFA are at high risk of credential stuffing given recent brute-force activity.
Update nginx from 1.18 to 1.25
3 high-severity CVEs affect your current nginx version on web-prod-01.