# Monitoring external multiclass deployments

> Monitoring external multiclass deployments - How to configure the monitoring agent to monitor
> multiclass models deployed to external prediction environments.

This Markdown file sits beside the HTML page at the same path (with a `.md` suffix). It summarizes the topic and lists links for tools and LLM context.

Companion generated at `2026-04-24T16:03:56.565159+00:00` (UTC).

## Primary page

- [Monitoring external multiclass deployments](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/mlops-agent/monitoring-agent/agent-multi.html): Full documentation for this topic (HTML).

## Related documentation

- [Classic UI documentation](https://docs.datarobot.com/en/docs/classic-ui/index.html): Linked from this page.
- [MLOps](https://docs.datarobot.com/en/docs/classic-ui/mlops/index.html): Linked from this page.
- [Deployment](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/index.html): Linked from this page.
- [MLOps agents](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/mlops-agent/index.html): Linked from this page.
- [Monitoring agent](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/mlops-agent/monitoring-agent/index.html): Linked from this page.
- [external model package](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/registry/reg-create.html#register-external-model-packages): Linked from this page.
- [create a deployment](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/deploy-methods/deploy-external-model.html#deploy-an-external-model-package): Linked from this page.

## Documentation content

# Monitor external multiclass deployments

Users with multiclass models deployed to external prediction environments can configure the monitoring agent to monitor their deployments. To do so, you must create a deployment in DataRobot with an [external model package](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/registry/reg-create.html#register-external-model-packages) for the multiclass model.

When creating an external model package, you can indicate the prediction type for the model as multiclass:

Once indicated, via direct text input or via upload of a CSV or TXT file, provide the target classes for your model (one class per line) in the Target classes field:

Once all fields for the model package are defined, click Create package. The package populates in the Model Registry and is available for use.

When you have configured an external model package for your multiclass model, follow the workflow to [create a deployment](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/deploy-methods/deploy-external-model.html#deploy-an-external-model-package) with the external model package and [configure it with the monitoring agent](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/mlops-agent/monitoring-agent/index.html).