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articles/ai-foundry/how-to/continuous-evaluation-agents.md

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## Viewing continuous evaluation results
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After you deployed your application to production with continuous evaluation setup, you can begin monitoring your [evaluation results in Azure AI Foundry and Azure Monitor Application Insights](./evaluate-results.md).
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After you deployed your application to production with continuous evaluation setup, you can [monitor the quality and safety of your agent with Azure AI Foundry and Azure Monitor](./monitor-applications.md).
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## Related content
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- [How to run evaluations online with the Azure AI Foundry SDK](./online-evaluation.md)
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- [Evaluate your AI agents locally with Azure AI Evaluation SDK](./develop/agent-evaluate-sdk.md)

articles/ai-foundry/how-to/monitor-applications.md

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To use monitoring capabilities in Azure AI Foundry, you need to connect an Application Insights resource to your Azure AI Foundry project.
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1. Navigate to *Monitoring* in the left navigation pane of the Azure AI Foundry portal.
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1. Navigate to **Monitoring** in the left navigation pane of the Azure AI Foundry portal.
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2. Select the **Application analytics** tab.
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3. Create a new Application Insights resource if you don't already have one.
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4. Connect the resource to your AI Foundry project.
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## Viewing monitoring results
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These views are designed to bring key metrics - token consumption, latency, exceptions, response quality into a single pane of glass that provides transparency to teams to track operational health and quality, understand trends, and assess continuously to improve their application.
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> [!NOTE]
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> When you're sharing this workbook with your team members, they must have at least 'Reader' role to the connected Application Insights resource to view the displayed information.
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In Azure AI Foundry portal, the **Application analytics** dashboard view uses signals from [Azure Monitor Application Insights](/azure/azure-monitor/app/overview-dashboard), querying it through [Azure Workbooks](/azure/azure-monitor/visualize/workbooks-overview) and creating visualizations.
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### AI Foundry Portal
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These views are designed to bring key metrics - token consumption, latency, exceptions, response quality into a single pane of glass that provides transparency to teams to track operational health and quality, understand trends, and assess continuously to improve their application.
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Follow these steps to access and utilize the built-in monitoring views in your AI Foundry Project:
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Follow these steps to access and utilize the built-in monitoring view in your AI Foundry Project:
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1. Navigate to your AI Foundry Project in the Azure AI Foundry portal.
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2. Select *Monitoring* from the left navigation pane.
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2. Select **Monitoring** from the left navigation pane.
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3. Under the **Application analytics** tab, review the overview of your application's health.
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4. Use filters to specify a time range, application, and/or model to extract detailed insights.
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5. If you notice issues, such as declining quality metrics, go to **Tracing** to [debug issues in your application](./develop/trace-application.md).
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6. To further customize your monitoring experience and use advanced capabilities in Azure Monitor, scroll to the bottom and select **View in Azure Monitor Application Insights**.
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> [!NOTE]
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> When you're sharing this workbook with your team members, they must have at least 'Reader' role to the connected Application Insights resource to view the displayed information.
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## Customize and share your dashboard
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Application Insights is a powerful tool for application performance monitoring (APM) that provides insights into the health and performance of your applications.
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You can open the **Application analytics** dashboard in Azure Monitor Application Insights workbooks gallery by selecting on **View in Azure Monitor Application Insights** link at the end of the page.
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This dashboard is opened as an editable workbook where you can customize the workbook and save according to your needs.
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1. Select **Edit** in the command bar.
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:::image type="content" source="../media/how-to/monitor-applications/customize-dashboard-2.png" alt-text="Screenshot of the workbooks tab under monitoring highlighting the edit button in the Azure portal." lightbox="../media/how-to/monitor-applications/customize-dashboard-2.png":::
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2. Modify elements as needed per your use case. Select **...** on an element to edit, add, move/resize, clone, or remove. For example, you can add a tile using KQL to track a custom attribute you're collecting and not shown in our built-in view.
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:::image type="content" source="../media/how-to/monitor-applications/customize-dashboard-3.png" alt-text="Screenshot of workbooks tab under monitoring highlighting modify element buttons in Azure portal." lightbox="../media/how-to/monitor-applications/customize-dashboard-3.png":::
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3. Save your latest changes and create different views as needed by selecting **Save**.
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:::image type="content" source="../media/how-to/monitor-applications/customize-dashboard-4.png" alt-text="Screenshot of workbooks tab under monitoring highlighting the save button and tab in Azure portal." lightbox="../media/how-to/monitor-applications/customize-dashboard-4.png":::
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4. Share with your team by selecting "Share" icon in the command bar.
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:::image type="content" source="../media/how-to/monitor-applications/customize-dashboard-5.png" alt-text="Screenshot of workbooks tab under monitoring highlighting share workbook button and tab in Azure portal." lightbox="../media/how-to/monitor-applications/customize-dashboard-5.png":::
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## Explore and analyze with Kusto Query Language (KQL)
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[KQL (Kusto Query Language)](/kusto/query/?view=microsoft-fabric) is a powerful query language used in Azure to explore, analyze, and visualize large volumes of telemetry and log data.
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In the **Application analytics** dashboard view, you can **Open query link** by selecting on the icon in the top right for a particular tile or chart.
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:::image type="content" source="../media/how-to/monitor-applications/KQL-1.png" alt-text="Screenshot of application analytics dashboard view highlighting the open query link button in Azure portal." lightbox="../media/how-to/monitor-applications/KQL-1.png":::
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Once you select that, you can view and run the same KQL queries powering your monitoring view and deep dive into the related data.
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:::image type="content" source="../media/how-to/monitor-applications/KQL-2.png" alt-text="Screenshot of logs highlighting KQL mode and results in Azure portal. " lightbox="../media/how-to/monitor-applications/KQL-2.png":::
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## Set up Azure Alerts
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You can define Azure Alert rules based on the previous KQL queries to proactively detect issues with your post-production operations in the future. Select **...** to view more options like **New alert rule**.
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:::image type="content" source="../media/how-to/monitor-applications/create-new-alert-rule-1.png" alt-text="Screenshot of logs highlighting new alert rule button in Azure portal." lightbox="../media/how-to/monitor-applications/create-new-alert-rule-1.png":::
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Selecting on the **New alert rule** button opens a wizard to create an alert rule on the related signal.
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:::image type="content" source="../media/how-to/monitor-applications/create-new-alert-rule-2.png" alt-text="Screenshot of create an alert rule wizard in Azure portal." lightbox="../media/how-to/monitor-applications/create-new-alert-rule-2.png":::
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To learn more about setting up and managing Azure Alerts to proactively address issues, see [Alerts in Azure Monitor](/azure/azure-monitor/alerts/alerts-overview).
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## Related content
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- [Monitor model deployments](../model-inference/how-to/monitor-models.md#metrics-explorer)
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- [Monitor model deployments](../model-inference/how-to/monitor-models.md#metrics-explorer)
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