Dashboarding AI Agent Safety Metrics

A safety dashboard is only useful if it helps someone make a decision. A wall of charts that nobody looks at is worse than no dashboard because it creates the illusion of monitoring. Good dashboards are focused, actionable, and designed for specific audiences.

Dashboard Types

Executive Overview

Audience: Leadership and compliance stakeholders.

Content: High-level safety posture indicators. Total actions processed, policy compliance rate, active incidents, and trend lines. Use green/yellow/red status indicators for at-a-glance assessment.

Panels:

• Safety compliance rate (percentage of actions evaluated by policy)
• Active safety incidents by severity
• Approval workflow completion rate
• Audit trail integrity status

Operational Dashboard

Audience: On-call engineers and operations team.

Content: Real-time system health and safety metrics. Focus on metrics that require action when they deviate from normal.

Panels:

• Policy evaluation rate and latency (time series)
• Deny rate by action type (time series)
• Aegis scan results distribution (pie chart)
• Sentinel alert count by severity (bar chart)
• Agent health check status (table)

Investigation Dashboard

Audience: Security engineers investigating incidents.

Content: Detailed, filterable views that support drill-down analysis.

Panels:

• Action log with filters for agent, action type, decision, and time range
• Audit trail timeline for selected trace ID
• Anomaly detection chart with highlighted deviations
• Policy evaluation details for selected action

Design Principles

Show rates, not totals: A total of 10,000 denied actions is not actionable. A deny rate of 15% (up from 3% baseline) is actionable.

Use consistent time ranges: All panels on a dashboard should show the same time range. Comparing a 1-hour chart with a 24-hour chart leads to incorrect conclusions.

Link related panels: Clicking a spike in the deny rate chart should filter the action log to show the denied actions during that spike.

Minimize decoration: Remove chart elements that do not convey information. Every pixel should serve a purpose.

Refresh Rates

Operational dashboards should refresh every 10 to 30 seconds. Executive dashboards can refresh every 5 minutes. Investigation dashboards should update on demand.

Grafana Configuration

Authensor's Prometheus metrics integrate directly with Grafana. Create data source connections for Prometheus (metrics), Loki (logs), and PostgreSQL (audit receipts). Use Grafana variables to parameterize dashboards by agent, action type, and policy version.

Dashboards are tools. Design them for the decisions they need to support.