Merge pull request #2081 from MicrosoftDocs/main

Publish to Live Thursday 4AM PST, 12/19
MicrosoftDocs · Dec 19, 2024 · f3af792 · f3af792
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diff --git a/articles/ai-services/openai/azure-government.md b/articles/ai-services/openai/azure-government.md
@@ -50,17 +50,19 @@ To request quota increases for these models, submit a request at [https://aka.ms
 
 ## Azure OpenAI features
 
+The following feature differences exist when comparing Azure OpenAI in Azure Government vs commercial cloud.
+
 |Feature|Description|
 |--------|--------|
-| Connect your data | Available in USGovVirginia and USGovArizona. Virtual network and private links are supported. Deployment to a web app or a copilot in Copilot Studio is not supported. |
-|Managed Identity|Yes, via Microsoft Entra ID|
-|Virtual network support & private link support| Yes. |
-|UI experience|**Azure portal** for account & resource management<br>**Azure OpenAI Studio** for model exploration|
-|Abuse Monitoring|Not all features of Abuse Monitoring are enabled for Azure OpenAI in Azure Government. You are responsible for implementing reasonable technical and operational measures to detect and mitigate any use of the service in violation of the Product Terms. [Automated Content Classification and Filtering](./concepts/content-filter.md) remains enabled by default for Azure Government. If modified content filters are required, apply at [https://aka.ms/AOAIGovModifyContentFilter](https://aka.ms/AOAIGovModifyContentFilter)|
-|Data Storage|In Azure Government, there are no Azure OpenAI features currently enabled that store customer data at rest. However, Customer Managed Keys (CMK) can still be enabled in Azure Government to support use of the same policies in Azure Government as in Public cloud. Note also that if Azure OpenAI features that store customer data are enabled in Azure Government in the future, any existing CMK deployment would be applied to that data at that time. Learn more at [Azure OpenAI Data Privacy](/../legal/cognitive-services/openai/data-privacy).|
-|Compliance|View the current status of Azure OpenAI compliance in Azure Government at [Azure Government Services Audit Scope](/azure/azure-government/compliance/azure-services-in-fedramp-auditscope?branch=pr-en-us-76518#azure-government-services-by-audit-scope)|
-|Service Endpoints|openai.azure.us|
-|Key Portals|<ul></li><li>Azure OpenAI Studio - aoai.azure.us</li><li>Azure portal - portal.azure.us</li></ul>|
+| Structured Outputs | Not currently supported. |
+| Reservation Based Purchases | Not currently supported. |
+| Batch Deployments | Not currently supported. |
+| Connect your data | Virtual network and private links are supported. Deployment to a web app or a copilot in Copilot Studio is not supported. |
+| Abuse Monitoring | Not all features of Abuse Monitoring are enabled for Azure OpenAI in Azure Government. You are responsible for implementing reasonable technical and operational measures to detect and mitigate any use of the service in violation of the Product Terms. [Automated Content Classification and Filtering](./concepts/content-filter.md) remains enabled by default for Azure Government. If modified content filters are required, apply at [https://aka.ms/AOAIGovModifyContentFilter](https://aka.ms/AOAIGovModifyContentFilter)|
+| Data Storage | In Azure Government, there are no Azure OpenAI features currently enabled that store customer data at rest. However, Customer Managed Keys (CMK) can still be enabled in Azure Government to support use of the same policies in Azure Government as in Public cloud. Note also that if Azure OpenAI features that store customer data are enabled in Azure Government in the future, any existing CMK deployment would be applied to that data at that time. Learn more at [Azure OpenAI Data Privacy](/../legal/cognitive-services/openai/data-privacy).|
+| Compliance | View the current status of Azure OpenAI compliance in Azure Government at [Azure Government Services Audit Scope](/azure/azure-government/compliance/azure-services-in-fedramp-auditscope?branch=pr-en-us-76518#azure-government-services-by-audit-scope)|
+| Service Endpoints | openai.azure.us |
+| Key Portals | <ul></li><li>Azure OpenAI Studio - aoai.azure.us</li><li>Azure portal - portal.azure.us</li></ul> |
 
 <br>
 

diff --git a/articles/ai-studio/tutorials/copilot-sdk-build-rag.md b/articles/ai-studio/tutorials/copilot-sdk-build-rag.md
@@ -156,9 +156,11 @@ Now that you have both the script and the template, run the script to test your
 python chat_with_products.py --query "I need a new tent for 4 people, what would you recommend?"
 ```
 
+### <a name="logging"></a> Add telemetry logging
+
 To enable logging of telemetry to your project:
 
-1. Enable tracing by adding an Application Insights resource to your project.  Navigate to the **Tracing** tab in the [Azure AI Foundry portal](https://ai.azure.com/), and create a new resource if you don't already have one.
+1. Add an Application Insights resource to your project.  Navigate to the **Tracing** tab in the [Azure AI Foundry portal](https://ai.azure.com/), and create a new resource if you don't already have one.
 
     :::image type="content" source="../../ai-services/agents/media/ai-foundry-tracing.png" alt-text="A screenshot of the tracing screen in the Azure AI Foundry portal." lightbox="../../ai-services/agents/media/ai-foundry-tracing.png":::
 

diff --git a/articles/ai-studio/tutorials/copilot-sdk-evaluate.md b/articles/ai-studio/tutorials/copilot-sdk-evaluate.md
@@ -29,6 +29,7 @@ This tutorial is part three of a three-part tutorial.
 ## Prerequisites
 
 - Complete [part 2 of the tutorial series](copilot-sdk-build-rag.md) to build the chat application.
+- Make sure you've completed the steps to [add telemetry logging](copilot-sdk-build-rag.md#logging) from part 2.
 
 
 ## <a name="evaluate"></a> Evaluate the quality of the chat app responses