Merge pull request #5270 from HeidiSteen/heidist-freshness

prmerger-automator[bot] · web-flow · commit 970182f3b1fa · 2025-05-29T15:28:53.000Z
[azure search] Freshness pass, part 1
diff --git a/articles/search/cognitive-search-concept-annotations-syntax.md b/articles/search/cognitive-search-concept-annotations-syntax.md
@@ -7,7 +7,7 @@ ms.author: heidist
 ms.service: azure-ai-search
 ms.custom:
   - ignite-2023
-ms.topic: how-to
+ms.topic: reference
 ms.date: 05/27/2025
 ---
 
diff --git a/articles/search/query-lucene-syntax.md b/articles/search/query-lucene-syntax.md
@@ -9,7 +9,7 @@ ms.author: beloh
 ms.service: azure-ai-search
 ms.custom:
   - ignite-2023
-ms.topic: concept-article
+ms.topic: reference
 ms.date: 12/11/2024
 ---
 
diff --git a/articles/search/query-odata-filter-orderby-syntax.md b/articles/search/query-odata-filter-orderby-syntax.md
@@ -6,7 +6,7 @@ description: OData language overview for filters, select, and order-by for Azure
 author: bevloh
 ms.author: beloh
 ms.service: azure-ai-search
-ms.topic: conceptual
+ms.topic: reference
 ms.date: 12/10/2024
 ---
 
diff --git a/articles/search/query-simple-syntax.md b/articles/search/query-simple-syntax.md
@@ -9,7 +9,7 @@ ms.author: beloh
 ms.service: azure-ai-search
 ms.custom:
   - ignite-2023
-ms.topic: conceptual
+ms.topic: reference
 ms.date: 12/10/2024
 ---
 
diff --git a/articles/search/speller-how-to-add.md b/articles/search/speller-how-to-add.md
@@ -9,8 +9,8 @@ ms.author: heidist
 ms.service: azure-ai-search
 ms.custom:
   - ignite-2023
-ms.topic: conceptual
-ms.date: 12/10/2024
+ms.topic: how-to
+ms.date: 05/29/2025
 ---
 
 # Add spell check to queries in Azure AI Search
@@ -32,18 +32,18 @@ Use a search client that supports preview APIs on the query request. You can use
 
 | Client library | Versions |
 |----------|----------|
-| REST API | Versions 2020-06-30-Preview and later. We recommend the latest preview API. [2024-05-01-preview](/rest/api/searchservice/documents/search-post?view=rest-searchservice-2024-05-01-preview&preserve-view=true)|
-| Azure SDK for .NET | [version 11.5.0-beta.5](https://www.nuget.org/packages/Azure.Search.Documents/11.5.0-beta.5) | 
-| Azure SDK for Java |  [version 11.6.0-beta.5](https://central.sonatype.com/artifact/com.azure/azure-search-documents) |
+| REST API | Versions 2020-06-30-Preview and later. We recommend the latest preview API. [2025-05-01-preview](/rest/api/searchservice/documents/search-post?view=rest-searchservice-2025-05-01-preview&preserve-view=true)|
+| Azure SDK for .NET | [version 11.7.0-beta.4](https://www.nuget.org/packages/Azure.Search.Documents/11.7.0-beta.4) | 
+| Azure SDK for Java |  [version 11.8.0-beta.7](https://central.sonatype.com/artifact/com.azure/azure-search-documents/11.8.0-beta.7) |
 | Azure SDK for JavaScript | [version 11.3.0-beta.8](https://www.npmjs.com/package/@azure/search-documents/v/11.3.0-beta.8) |
-| Azure SDK for Python | [version 11.4.0b3](https://pypi.org/project/azure-search-documents/11.4.0b3/) |
+| Azure SDK for Python | [version 11.6.0b12](https://pypi.org/project/azure-search-documents/11.6.0b12/) |
 
 ## Spell correction with simple search
 
 The following example uses the built-in hotels-sample index to demonstrate spell correction on a simple text query. Without spell correction, the query returns zero results. With correction, the query returns one result for Johnson's family-oriented resort.
 
 ```http
-POST https://[service name].search.windows.net/indexes/hotels-sample-index/docs/search?api-version=2024-05-01-preview
+POST https://[service name].search.windows.net/indexes/hotels-sample-index/docs/search?api-version=2025-05-01-preview
 {
     "search": "famly acitvites",
     "speller": "lexicon",
@@ -64,7 +64,7 @@ Spelling correction occurs on individual query terms that undergo text analysis,
 This example uses fielded search over the Category field, with full Lucene syntax, and a misspelled query term. By including speller, the typo in "Suiite" is corrected and the query succeeds.
 
 ```http
-POST https://[service name].search.windows.net/indexes/hotels-sample-index/docs/search?api-version=2024-05-01-preview
+POST https://[service name].search.windows.net/indexes/hotels-sample-index/docs/search?api-version=2025-05-01-preview
 {
     "search": "Category:(Resort and Spa) OR Category:Suiite",
     "queryType": "full",
@@ -80,7 +80,7 @@ POST https://[service name].search.windows.net/indexes/hotels-sample-index/docs/
 This query, with typos in every term except one, undergoes spelling corrections to return relevant results. To learn more, see [Configure semantic ranker](semantic-how-to-query-request.md).
 
 ```http
-POST https://[service name].search.windows.net/indexes/hotels-sample-index/docs/search?api-version=2024-05-01-preview    
+POST https://[service name].search.windows.net/indexes/hotels-sample-index/docs/search?api-version=2025-05-01-preview    
 {
     "search": "hisotoric hotell wiht great restrant nad wiifi",
     "queryType": "semantic",
@@ -94,7 +94,7 @@ POST https://[service name].search.windows.net/indexes/hotels-sample-index/docs/
 
 ## Supported languages
 
-Valid values for `queryLanguage` can be found in the following table, copied from the list of [supported languages (REST API reference)](/rest/api/searchservice/documents/search-post?view=rest-searchservice-2024-05-01-preview&tabs=HTTP#querylanguage&preserve-view=true).
+Valid values for `queryLanguage` can be found in the following table, copied from the list of [supported languages (REST API reference)](/rest/api/searchservice/documents/search-post?view=rest-searchservice-2025-05-01-preview&tabs=HTTP#querylanguage&preserve-view=true).
 
 | Language | queryLanguage |
 |----------|---------------|
diff --git a/articles/search/troubleshoot-shared-private-link-resources.md b/articles/search/troubleshoot-shared-private-link-resources.md
@@ -10,7 +10,7 @@ ms.service: azure-ai-search
 ms.custom:
   - ignite-2023
 ms.topic: conceptual
-ms.date: 12/10/2024
+ms.date: 05/29/2025
 ---
 
 # Troubleshoot issues with Shared Private Links in Azure AI Search
diff --git a/articles/search/tutorial-rag-build-solution-index-schema.md b/articles/search/tutorial-rag-build-solution-index-schema.md
@@ -8,7 +8,7 @@ author: HeidiSteen
 ms.author: heidist
 ms.service: azure-ai-search
 ms.topic: tutorial
-ms.date: 12/18/2024
+ms.date: 05/29/2025
 
 ---
 
diff --git a/articles/search/tutorial-rag-build-solution-models.md b/articles/search/tutorial-rag-build-solution-models.md
@@ -8,19 +8,19 @@ ms.author: heidist
 ms.service: azure-ai-search
 ms.topic: tutorial
 ms.custom: references_regions
-ms.date: 12/03/2024
+ms.date: 05/29/2025
 
 ---
 
 # Tutorial: Choose embedding and chat models for RAG in Azure AI Search
 
-A RAG solution built on Azure AI Search takes a dependency on embedding models for vectorization, and on chat models for conversational search over your data.
+A RAG solution built on Azure AI Search takes a dependency on embedding models for vectorization, and on chat completion models for conversational search over your data.
 
 In this tutorial, you:
 
 > [!div class="checklist"]
-> - Learn which models in the Azure cloud work with built-in integration
-> - Learn about the Azure models used for chat
+> - Learn about the Azure models supported for built-in vectorization
+> - Learn about the Azure models supported for chat completion
 > - Deploy models and collect model information for your code
 > - Configure search engine access to Azure models
 > - Learn about custom skills and vectorizers for attaching non-Azure models
@@ -45,12 +45,9 @@ If you don't have an Azure subscription, create a [free account](https://azure.m
 
   - [Azure AI Vision regions](/azure/ai-services/computer-vision/overview-image-analysis?tabs=4-0#region-availability)
 
-  - [Azure AI Foundry](/azure/ai-foundry/reference/region-support) regions. 
+  - [Azure AI Foundry regions](/azure/ai-foundry/reference/region-support)
 
-  Azure AI Search is currently facing limited availability in some regions. To confirm region status, check the [Azure AI Search region list](search-region-support.md).
-
-> [!TIP]
-> Check [this article](search-create-service-portal.md#regions-with-the-most-overlap) for a list of overlapping regions.
+  - [Azure AI Search regions](search-region-support.md)
 
 ## Review models supporting built-in vectorization
 
diff --git a/articles/search/tutorial-rag-build-solution.md b/articles/search/tutorial-rag-build-solution.md
@@ -8,7 +8,7 @@ author: HeidiSteen
 ms.author: heidist
 ms.service: azure-ai-search
 ms.topic: overview
-ms.date: 04/14/2024
+ms.date: 05/29/2025
 
 ---
 
diff --git a/articles/search/vector-search-ranking.md b/articles/search/vector-search-ranking.md
@@ -9,7 +9,7 @@ ms.service: azure-ai-search
 ms.custom:
   - ignite-2023
 ms.topic: concept-article
-ms.date: 12/05/2024
+ms.date: 05/29/2025
 ---
 
 # Relevance in vector search
@@ -22,7 +22,7 @@ This article explains the algorithms used to find relevant matches and the simil
 
 Vector search algorithms include exhaustive k-nearest neighbors (KNN) and Hierarchical Navigable Small World (HNSW). 
 
-+ Exhaustive KNN performs a brute-force search that scans the entire vector space.
++ Exhaustive KNN performs a brute-force scan of the entire vector space.
 
 + HNSW performs an [approximate nearest neighbor (ANN)](vector-search-overview.md#approximate-nearest-neighbors) search. 
 
