Security & Monitoring

Track admin panel changes and integrate Prediction Guard’s built-in security features with your monitoring dashboards.

Audit Logs

Admin Panel Activity Tracking

Prediction Guard tracks all changes made in the admin panel:

User Actions: Login attempts, configuration changes, model deployments
API Usage: All API calls, requests, and responses
System Events: Cluster changes, resource allocation, security events
Model Activity: Model deployments, updates, and usage patterns

Log Information

Timestamp: When the action occurred
User Identity: Who performed the action
Action Details: What was changed
Resource Information: Which resources were affected
Outcome: Success or failure status

Built-in Security Features

Prediction Guard Guardrails

Prediction Guard includes built-in security scanning and protection:

PII Detection: Automatically detects and removes personally identifiable information
Prompt Injection Protection: Prevents malicious prompt injection attacks
Toxicity Checks: Identifies and filters harmful or toxic content
Bias Detection: Monitors for potential bias in model outputs
Content Moderation: Filters inappropriate or harmful content

Security Alerts

Real-time Monitoring: Immediate alerts for security events
Policy Violations: Alerts when security policies are breached
Unusual Activity: Detection of suspicious patterns
Failed Authentication: Multiple failed login attempts

Dashboard Integration

OpenTelemetry Integration

Connect Prediction Guard to your existing monitoring stack:

Metrics Export: Send metrics to Prometheus, Grafana, or other tools
Log Aggregation: Forward logs to ELK stack or similar
Custom Dashboards: Create dashboards in your preferred tool
Alert Integration: Connect to your existing alerting systems

Monitoring Setup

Configure OpenTelemetry in your cluster settings
Set up metrics collection for your monitoring stack
Create dashboards to visualize Prediction Guard metrics
Configure alerts for security events and performance issues