Introducing Agent Trace Dashboards: Instant visibility into your AI agents
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Teams are moving fast to ship AI agents into production. But once an agent is live, one question comes up quickly: what is it actually doing?
Today we’re introducing Agent Trace Dashboards – out-of-the-box dashboards that give teams immediate visibility into agent behavior from the moment traces start flowing.
Instant dashboards for every agent
Agent Trace Dashboards automatically generate observability views for every AI agent asset. Simply connect your OpenTelemetry traces, and the dashboards are ready, no extra setup required.
Out of the box, you can monitor:
- Trace volume to understand agent activity patterns
- Latency distributions across P50 / P95 / P99
- Token consumption trends to track usage and cost
- Error rates to surface reliability issues early
- Automatic period-over-period comparisons to highlight changes
Instead of building dashboards from scratch, teams get a clear operational view immediately.
Visibility first, alerting later
Many teams deploying agents today don’t need complex alerting on day one. Rather, they need basic confidence that their agent is working as expected.
They need answers to questions like, why did token usage spike 39% week over week? Or, why is latency slowly drifting upward?
Signals like these are crucial, as they help teams understand real-world behavior and catch issues early. Agent Trace Dashboards provide that day-one visibility into these and other signals, giving teams a simple way to explore performance, reliability, and cost trends as their agents evolve.
From exploration to production observability
As agents mature, teams naturally move from testing basic capabilities and outputs to production-grade monitoring and alerting.
Agent Trace Dashboards create a natural path between those stages:
- Start with instant dashboards to explore agent behavior
- Identify meaningful signals like latency or token spikes
- Add alerts and automated monitoring as the agent scales
The result is a faster path to reliable, observable AI systems.
Agent Trace Dashboards are available now. Connect your OpenTelemetry traces and start seeing exactly how your agents behave, from the very first trace. You can learn more about Agent Observability at Monte Carlo here.
Our promise: we will show you the product.
