Preview features in Azure Cognitive Search

This article is a complete list of all features that are in public preview. This list is helpful if you're checking feature status.

Preview functionality is provided under Supplemental Terms of Use, without a service level agreement, and isn't recommended for production workloads.

Preview features that transition to general availability are removed from this list. If a feature isn't listed here, you can assume it's generally available or retired. For announcements regarding general availability and retirement, see Service Updates or What's New.

Feature                         Category Description Availability
Vector search Vector search Adds vector fields to a search index for similarity search scenarios over vector representations of text, image, and multilingual content. Public preview using the Search REST API 2023-07-01-Preview and Azure portal.
Search REST API 2023-07-01-Preview Vector search Modifies Create or Update Index to include a new data type for vector search fields. It also adds query parameters for queries composed of vector data (embeddings) Public preview, Search REST API 2023-07-01-Preview. Announced in June 2023.
Azure Files indexer Indexer data source Adds REST API support for creating indexers for Azure Files Public preview, Search REST API 2021-04-30-Preview. Announced in November 2021.
Search REST API 2021-04-30-Preview Security Modifies Create or Update Data Source to support managed identities under Azure Active Directory, for indexers that connect to external data sources. Public preview, Search REST API 2021-04-30-Preview. Announced in May 2021.
Management REST API 2021-04-01-Preview Security Modifies Create or Update Service to support new DataPlaneAuthOptions. Public preview, Management REST API, API version 2021-04-01-Preview. Announced in May 2021.
Reset Documents Indexer Reprocesses individually selected search documents in indexer workloads. Use the Reset Documents REST API, API versions 2021-04-30-Preview or 2020-06-30-Preview.
SharePoint Indexer Indexer data source New data source for indexer-based indexing of SharePoint content. Sign up is required so that support can be enabled for your subscription on the backend. Configure this data source using Create or Update Data Source, API versions 2021-04-30-Preview or 2020-06-30-Preview, or the Azure portal.
MySQL indexer data source Indexer data source Index content and metadata from Azure MySQL data sources. Sign up is required so that support can be enabled for your subscription on the backend. Configure this data source using Create or Update Data Source, API versions 2021-04-30-Preview or 2020-06-30-Preview, .NET SDK 11.2.1, and Azure portal.
Azure Cosmos DB indexer: Azure Cosmos DB for MongoDB, Azure Cosmos DB for Apache Gremlin Indexer data source For Azure Cosmos DB, SQL API is generally available, but Azure Cosmos DB for MongoDB and Azure Cosmos DB for Apache Gremlin are in preview. For MongoDB and Gremlin, sign up first so that support can be enabled for your subscription on the backend. MongoDB data sources can be configured in the portal. Configure this data source using Create or Update Data Source, API versions 2021-04-30-Preview or 2020-06-30-Preview.
Native blob soft delete Indexer data source The Azure Blob Storage indexer in Azure Cognitive Search recognizes blobs that are in a soft deleted state, and remove the corresponding search document during indexing. Configure this data source using Create or Update Data Source, API versions 2021-04-30-Preview or 2020-06-30-Preview.
Semantic search Relevance (scoring) Semantic ranking of results, captions, and answers. Configure semantic ranking using Search Documents, API versions 2021-04-30-Preview or 2020-06-30-Preview, and Search Explorer (portal).
speller Query Optional spelling correction on query term inputs for simple, full, and semantic queries. Search Preview REST API, API versions 2021-04-30-Preview or 2020-06-30-Preview, and Search Explorer (portal).
Normalizers Query Normalizers provide simple text preprocessing: consistent casing, accent removal, and ASCII folding, without invoking the full text analysis chain. Use Search Documents, API versions 2021-04-30-Preview or 2020-06-30-Preview.
featuresMode parameter Relevance (scoring) Relevance score expansion to include details: per field similarity score, per field term frequency, and per field number of unique tokens matched. You can consume these data points in custom scoring solutions. Add this query parameter using Search Documents, API versions 2021-04-30-Preview, 2020-06-30-Preview, or 2019-05-06-Preview.
Azure Machine Learning (AML) skill AI enrichment (skills) A new skill type to integrate an inferencing endpoint from Azure Machine Learning. Use Search Preview REST API, API versions 2021-04-30-Preview, 2020-06-30-Preview, or 2019-05-06-Preview. Also available in the portal, in skillset design, assuming Cognitive Search and Azure Machine Learning services are deployed in the same subscription.
Incremental enrichment AI enrichment (skills) Adds caching to an enrichment pipeline, allowing you to reuse existing output if a targeted modification, such as an update to a skillset or another object, doesn't change the content. Caching applies only to enriched documents produced by a skillset. Add this configuration setting using Create or Update Indexer Preview REST API, API versions 2021-04-30-Preview, 2020-06-30-Preview, or 2019-05-06-Preview.
moreLikeThis Query Finds documents that are relevant to a specific document. This feature has been in earlier previews. Add this query parameter in Search Documents Preview REST API calls, with API versions 2021-04-30-Preview, 2020-06-30-Preview, 2019-05-06-Preview, 2016-09-01-Preview, or 2017-11-11-Preview.

How to call a preview REST API

Azure Cognitive Search always prereleases experimental features through the REST API first, then through prerelease versions of the .NET SDK.

Preview features are available for testing and experimentation, with the goal of gathering feedback on feature design and implementation. For this reason, preview features can change over time, possibly in ways that break backwards compatibility. This is in contrast to features in a GA version, which are stable and unlikely to change with the exception of small backward-compatible fixes and enhancements. Also, preview features don't always make it into a GA release.

While some preview features might be available in the portal and .NET SDK, the REST API always has preview features.

Older previews are still operational but become stale over time. If your code calls api-version=2019-05-06-Preview or api-version=2016-09-01-Preview or api-version=2017-11-11-Preview, those calls are still valid, but those versions won't include new features and bug fixes aren't guaranteed.

The following example syntax illustrates a call to the preview API version.

POST https://[service name].search.windows.net/indexes/hotels-idx/docs/search?api-version=2021-04-30-Preview  
  Content-Type: application/json  
  api-key: [admin key]

Azure Cognitive Search service is available in multiple versions and client libraries. For more information, see API versions.

Next steps

Review the Search REST Preview API reference documentation. If you encounter problems, ask us for help on Stack Overflow or contact support.