---
title: "AI Agents Dashboards"
description: "Learn how to use Sentry's AI Agents Dashboards."
url: https://docs.sentry.io/product/dashboards/sentry-dashboards/ai/agents/
---

# AI Agents Dashboards

AI Agents Dashboards, found in [Sentry Dashboards](https://sentry.io/orgredirect/organizations/:orgslug/dashboards/) provide a comprehensive view of your AI workflows, including executions, model costs and token usage, tool calls, and recent errors. Once you've [configured the Sentry SDK](https://docs.sentry.io/ai/monitoring/agents/getting-started.md) for your AI agent project, telemetry data is collected and displayed in the dashboard to support analysis of system behavior and performance.

AI Agent monitoring have three dashboards:

* [Overview](https://docs.sentry.io/product/dashboards/sentry-dashboards/ai/agents.md#overview)
* [Models](https://docs.sentry.io/product/dashboards/sentry-dashboards/ai/agents.md#models)
* [Tools](https://docs.sentry.io/product/dashboards/sentry-dashboards/ai/agents.md#tools)

## [Overview](https://docs.sentry.io/product/dashboards/sentry-dashboards/ai/agents.md#overview)

The Overview dashboard provides a high-level view of your AI agent activity:

The dashboard displays the following key widgets:

* **Agent Runs**: Shows agent runs over time and releases to track overall activity
* **LLM Calls**: Count of LLM generations over time
* **Duration**: Displays average and P95 response times for your agent executions
* **LLM Calls by Model**: Breakdown of LLM calls per model
* **Tokens Used**: Token usage by top models
* **Tool Calls**: Tool call volume and trends

Agents are grouped by name. If your agents show up as unnamed, see [Naming Your Agents](https://docs.sentry.io/ai/monitoring/agents/naming.md).

Click into any model listed under widgets to get to the Models dashboard. Click into any tool listed under widgets to get to the Tools dashboard.

Below these widgets is a traces table showing trace ID, agents, root duration, errors, LLM calls, tool calls, total tokens, total cost, and timestamp.

Click on any trace to open the [AI Spans view](https://docs.sentry.io/product/dashboards/sentry-dashboards/ai/agents.md#ai-spans-view) in Trace Explorer.

## [Models](https://docs.sentry.io/product/dashboards/sentry-dashboards/ai/agents.md#models)

The Models dashboard displays Model Cost, Tokens Used, and Token Types widgets, as well as all used models with durations and token usage:

The Model Cost widget shows estimated costs based on token usage and model pricing. For details on how costs are calculated, where pricing data comes from, and what's not covered, see [Model Costs](https://docs.sentry.io/ai/monitoring/agents/costs.md).

## [Tools](https://docs.sentry.io/product/dashboards/sentry-dashboards/ai/agents.md#tools)

The Tools dashboard displays Tool Calls and Tool Errors widgets, as well as all used tools with durations and errors:

## [AI Spans View](https://docs.sentry.io/product/dashboards/sentry-dashboards/ai/agents.md#ai-spans-view)

When you click on a trace, you'll be taken to the Trace Explorer with the **AI Spans** tab selected. This view shows an abbreviated trace focused on AI-related spans:

* **Agent Invocations**: Each agent execution and nested calls
* **LLM Generations**: Language model interactions with token breakdown
* **Tool Calls**: External API calls with inputs and outputs
* **Handoffs**: Agent-to-agent transitions and human handoffs
* **Critical Timing**: Duration metrics for each step
* **Errors**: Any failures that occurred

Click **"View in Full Trace"** for comprehensive debugging details.

## [Detailed Trace View](https://docs.sentry.io/product/dashboards/sentry-dashboards/ai/agents.md#detailed-trace-view)

The full trace view shows the complete agent workflow with full context:

This detailed view reveals:

* **Complete Agent Flow**: Every step from initial request to final response
* **Tool Calls**: When and how the agent used external tools or APIs
* **Model Interactions**: All LLM calls with prompts and responses (if PII is enabled)
* **Timing Breakdown**: Duration of each step in the agent workflow
* **Error Context**: Detailed information about any failures or issues

When your AI agents are part of larger applications (like web servers or APIs), the trace view will include context from other Sentry integrations, giving you a complete picture of how your agents fit into your overall application architecture.