Merge pull request #268206 from HeidiSteen/heidist-fix

[azure search] Refresh vector query how-to article

Author: prmerger-automator[bot]

articles/search/search-create-service-portal.md

@@ -1,7 +1,7 @@
 ---
 title: 'Create a search service in the portal'
 titleSuffix: Azure AI Search
-description: Learn how to set up an Azure AI Search resource in the Azure portal. Choose resource groups, regions, and the SKU or pricing tier.
+description: Learn how to set up an Azure AI Search resource in the Azure portal. Choose resource groups, regions, and a pricing tier.
 
 manager: nitinme
 author: HeidiSteen
@@ -61,7 +61,7 @@ A resource group is a container that holds related resources for your Azure solu
 
 Over time, you can track current and projected costs all-up or you can view charges for individual resources. The following screenshot shows the kind of cost information you can expect to see when you combine multiple resources into one group.
 
-:::image type="content" source="media/search-create-service-portal/resource-group-cost-management.png" lightbox="media/search-create-service-portal/resource-group-cost-management.png" alt-text="Screenshot of the manage costs page in the portal." border="true":::
+:::image type="content" source="media/search-create-service-portal/resource-group-cost-management.png" lightbox="media/search-create-service-portal/resource-group-cost-management.png" alt-text="Screenshot of the Managing costs page in the portal." border="true":::
 
 > [!TIP]
 > Resource groups simplify cleanup because deleting a resource group deletes everything within it.
@@ -74,9 +74,9 @@ Service name requirements:
 
 + Unique within the search.windows.net namespace
 + Between 2 and 60 characters in length
-+ Consist of lowercase letters, digits, dashes (`-`), or underscores (`_`)
-+ Don't use dashes or underscores in the first 2 characters or as the last single character
-+ Don't use consecutive dashes or underscores anywhere
++ Consist of lowercase letters, digits, or dashes (`-`)
++ Don't use dashes in the first 2 characters or as the last single character
++ Don't use consecutive dashes anywhere
 
 > [!TIP]
 > If you have multiple search services, it helps to include the region (or location) in the service name as a naming convention. A name like `mysearchservice-westus` can save you a trip to the properties page when deciding how to combine or attach resources.
@@ -105,7 +105,7 @@ Some features are subject to [regional availability](https://azure.microsoft.com
 
 The [Products available by region](https://azure.microsoft.com/global-infrastructure/services/?products=search) page indicates a common regional presence by showing two stacked check marks. An unavailable combination has a missing check mark. The time piece icon indicates future availability.
 
-  :::image type="content" source="media/search-create-service-portal/region-availability.png" lightbox="media/search-create-service-portal/region-availability.png" alt-text="Screenshot of the regional availability page." border="true":::
+  :::image type="content" source="media/search-create-service-portal/region-availability.png" lightbox="media/search-create-service-portal/region-availability.png" alt-text="Screenshot of the Regional availability page." border="true":::
 
 ## Choose a tier
 
@@ -125,7 +125,7 @@ After you've provided the necessary inputs, go ahead and create the service.
 
 Your service is deployed within minutes. You can monitor progress through Azure notifications. Consider pinning the service to your dashboard for easy access in the future.
 
-:::image type="content" source="media/search-create-service-portal/monitor-notifications.png" lightbox="media/search-create-service-portal/monitor-notifications.png" alt-text="Screenshot of the monitor and pin the service page." border="true":::
+:::image type="content" source="media/search-create-service-portal/monitor-notifications.png" lightbox="media/search-create-service-portal/monitor-notifications.png" alt-text="Screenshot of the Monitor and pin the service page." border="true":::
 
 ## Configure authentication
 
@@ -136,11 +136,11 @@ Unless you're using the portal, programmatic access to your new service requires
 
 1. When setting up a programmatic connection, you need the search service endpoint. On the **Overview** page, locate and copy the URL endpoint on the right side of the page.
 
-   :::image type="content" source="media/search-create-service-portal/get-endpoint.png" lightbox="media/search-create-service-portal/get-endpoint.png" alt-text="Screenshot of the service overview page with URL endpoint." border="true":::
+   :::image type="content" source="media/search-create-service-portal/get-endpoint.png" lightbox="media/search-create-service-portal/get-endpoint.png" alt-text="Screenshot of the service Overview page with URL endpoint." border="true":::
 
 1. To set authentication options, use the **Keys** page. Most quickstarts and tutorials use API keys for simplicity, but if you're setting up a service for production workloads, consider using Azure roles. You can copy keys from this page.
 
-   :::image type="content" source="media/search-create-service-portal/set-authentication-options.png" lightbox="media/search-create-service-portal/set-authentication-options.png" alt-text="Screenshot of the keys page with authentication options." border="true":::
+   :::image type="content" source="media/search-create-service-portal/set-authentication-options.png" lightbox="media/search-create-service-portal/set-authentication-options.png" alt-text="Screenshot of the Keys page with authentication options." border="true":::
 
 An endpoint and key aren't needed for portal-based tasks. The portal is already linked to your Azure AI Search resource with admin rights. For a portal walkthrough, start with [Quickstart: Create an Azure AI Search index in the portal](search-get-started-portal.md).
 
@@ -161,15 +161,15 @@ Adding resources increases your monthly bill. The [pricing calculator](https://a
 1. In the left-navigation pane, select **Settings** > **Scale**.
 1. Use the slidebar to add resources of either type.
 
-:::image type="content" source="media/search-create-service-portal/settings-scale.png" lightbox="media/search-create-service-portal/settings-scale.png" alt-text="Screenshot of the add capacity page." border="true":::
+:::image type="content" source="media/search-create-service-portal/settings-scale.png" lightbox="media/search-create-service-portal/settings-scale.png" alt-text="Screenshot of the scale page." border="true":::
 
 ## When to add a second service
 
 Most customers use just one service provisioned at a tier [sufficient for expected load](search-capacity-planning.md). One service can host multiple indexes, subject to the [maximum limits of the tier you select](search-limits-quotas-capacity.md#index-limits), with each index isolated from another. In Azure AI Search, requests can only be directed to one index, minimizing the chance of accidental or intentional data retrieval from other indexes in the same service.
 
 Although most customers use just one service, service redundancy might be necessary if operational requirements include the following:
 
-+ [Business continuity and disaster recovery (BCDR)](../availability-zones/cross-region-replication-azure.md). Azure AI Search doesn't provide instant failover in the event of an outage.
++ [Business continuity and disaster recovery (BCDR)](../availability-zones/cross-region-replication-azure.md). Azure AI Search doesn't provide instant failover if there's an outage.
 
 + [Multitenant architectures](search-modeling-multitenant-saas-applications.md) sometimes call for two or more services.
 

articles/search/search-get-started-bicep.md

@@ -61,7 +61,7 @@ The Azure resource defined in this Bicep file:
     ---
 
     > [!NOTE]
-    > Replace **\<service-name\>** with the name of the Search service. The service name must only contain lowercase letters, digits, dashes, or underscores. You can't use a dash as the first two characters or the last character. The name has a minimum length of 2 characters and a maximum length of 60 characters.
+    > Replace **\<service-name\>** with the name of the Search service. The service name must only contain lowercase letters, digits, or dashes. You can't use a dash as the first two characters or the last character. The name has a minimum length of 2 characters and a maximum length of 60 characters.
 
     When the deployment finishes, you should see a message indicating the deployment succeeded.