How to Use Agent Performance Insights and Dashboards

Last Updated September 28, 2026

Agent performance insights are the metrics and interaction evidence used to understand how employees are performing across customer service work. Dashboards can bring together productivity, quality, workforce and customer outcomes so supervisors can identify trends and target coaching without relying on isolated metrics.

What to include in an agent dashboard

Use comparable work

An agent handling complex technical escalations should not be compared directly with someone handling simple status calls. Segment performance by queue, skill, intent or case complexity where possible.

This helps managers distinguish performance differences from differences in the work itself.

Drill down from metrics to evidence

A dashboard should help a supervisor move from a metric change to representative interactions. For example, if repeat contact rises, the manager should be able to review the related contact reasons and conversations.

This turns the dashboard into an investigation tool rather than a scoreboard.

AI-powered performance insights

• Summarize interaction trends.
• Identify coaching opportunities.
• Surface repeated customer issues.
• Detect unusual metric movement.
• Group interactions by intent or complexity.
• Recommend relevant examples for review.

Avoid common dashboard mistakes

• Too many metrics.
• Unclear definitions.
• Using averages without segmentation.
• Ranking agents on metrics outside their control.
• Treating correlation as proof of cause.
• Showing scores without actionable detail.

Turn insight into coaching

Choose a specific behavior, show examples from real interactions and agree on an improvement goal. Recheck comparable interactions after coaching to determine whether the behavior and customer outcome changed.

The dashboard should support continuous improvement, not merely retrospective reporting.