# Building with Bots - Agent Tracing in Sentry

> In this workshop, we'll show you how to use Sentry Agent Tracing to crack open the black box that is AI — inputs and outputs, token usage, model performance — so you actually know what the robots in your application are doing.

**URL:** https://sentry.io/resources/agent-monitoring-workshop/

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**Type:** Workshop

**Date:** 2026-05-06T11:00

Turns out people are building with AI a lot. It's great, until you are the one that has to figure out why there's a weird slowdown or a token spike after changing a model.

In this workshop, we'll show you how to use Sentry [Agent Tracing](https://sentry.io/product/tracing/ai-agent/) to crack open the black box that is AI — inputs and outputs, token usage, model performance — so you actually know what the robots in your application are doing.

Key takeaways:

- Learn why AI observability is different and how Sentry helps
- Install the Sentry SDK and configure Logs for your AI app
- Enable Agent Tracing and explore dashboards and spans to see exactly what your agents are doing
- Alert on slow model calls, rampant token usage, and tool call behavior

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*Source: [sentry.io/resources/agent-monitoring-workshop/](https://sentry.io/resources/agent-monitoring-workshop/)*