Interactive Demo · Real-time ML Pipeline

Watch SHIELD detect threats live.

Select a log type, run the AI pipeline, and watch 22 specialist models classify, score, and explain every threat in real-time.

📁 Select Log Type
🔍
DNS Threat Classifier
dns, dns_query
CRITICAL
🛡️
Firewall Analyzer
firewall
HIGH
📧
Email Security
email, smtp
HIGH
💻
Endpoint / EDR
endpoint, edr
CRITICAL
☁️
Cloud / CloudTrail
aws, azure, gcp
HIGH
🔑
Identity / IAM
iam, sso, ldap
MED
🗄️
Database Analyzer
mysql, mssql, pg
CRITICAL
🌐
Network / NetFlow
network, netflow
HIGH
🖥️
Web Server
apache, nginx, iis
MED
👤
User Activity / UEBA
user_activity
ANOMALY
⚡ Analysis Pipeline
1
Log Ingestion
Format detection · Row parse
✓
2
Model Dispatch
Auto-route to specialist
✓
3
Feature Extraction
17 semantic features
✓
4
ML Classification
Probability scoring
✓
5
Risk Engine
SHAP + remediation
✓
📂
Drop your log file here
Or click Run to simulate analysis with sample data
.csv .log .txt .xls .xlsx
Initializing... 0%
Loading specialist model...
analysis output 0 rows
// Threat Network Graph
Malicious
Suspicious
Benign
// Model Confidence Over Time —
// Risk Assessment
0
/100
CRITICAL
—
Confidence: —
—
Rows Flagged
—
Analysis Time
—
Model
// SHAP Feature Importance
// MITRE ATT&CK Tactic Coverage
Recon
Init Access
Execution
Exfil
Impact
// Recommended Actions Immediate Action Required
✓ Analysis complete