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Once the feature is [enabled](#enable-taxonomy-suggestions), with taxonomy suggestions, editors can pick from suggestions generated by an AI service based on selected fields like the product's or content item's name and description instead of having to manually browse through taxonomy trees and selecting [product categories]([[= user_doc =]]/pim/work_with_product_categories/#assign-product-categories-by-editing-product-details) or [tags]([[= user_doc =]]/content_management/create_edit_content_items/#add-taxonomy-entries).
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Taxonomy suggestions build on existing [AI Actions](ai_actions_guide.md) functionality.
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The `Ibexa\Contracts\Taxonomy\Embedding\TaxonomyEmbeddingFieldProviderInterface` service uses an existing taxonomy tree as reference, generating an embedding for each path in the taxonomy tree and storing it in the search index.
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The [`TaxonomyEmbeddingFieldProviderInterface`](/api/php_api/php_api_reference/classes/Ibexa-Contracts-Taxonomy-Embedding-TaxonomyEmbeddingFieldProviderInterface.html)
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service uses an existing taxonomy tree as reference, generating an embedding for each path in the taxonomy tree and storing it in the search index.
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For performance reasons, embeddings for the taxonomy tree entries are generated only in two cases:
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@@ -256,7 +257,7 @@ You can extend the feature by replacing the default code by exploring one of the
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By default, the system uses the `ibexa_openai` connector.
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You can add your own embedding provider if needed. To do it:
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- Implement the `EmbeddingProviderInterface`
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- Implement the [`EmbeddingProviderInterface`](/api/php_api/php_api_reference/classes/Ibexa-Contracts-Core-Search-Embedding-EmbeddingProviderInterface.html)
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- Register the service with the `ibexa.embedding_provider` tag
Integrated help, a new [LTS Update](editions.md#lts-updates), brings contextual documentation, guidance, and partner-specific resources right into the user interface of [[= product_name =]].
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It helps editors, store managers, and developers to quickly access relevant content, training and resources without leaving the UI, narrowing the gap between product and documentation.
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The default help menu can be modified to include links to internal editorial guidelines, custom tutorials, or support pages.
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For more information, see [Integrated help](integrated_help.md).
Real-time editing is now part of the [Collaborative editing](collaborative_editing.md) feature.
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By using it, users can edit and review content in real time, making teamwork faster, more efficient, and streamlining the content review process.
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The system automatically tracks changes, allowing seamless collaboration within a single content item.
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This extends the already existing capabilities allowing editors to work on the same content created in [[= product_name =]] simultaneously, streamlining the content creation and review process.
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For more information, see how to [install Collaborative editing](https://doc.ibexa.co/en/4.6/content_management/collaborative_editing/install_collaborative_editing).
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#### PHP API
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The PHP API has been enhanced with the following classes and interfaces:
#### Taxonomy suggestions for faster content classification
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You can now speed up taxonomy assignment with AI-powered taxonomy suggestions.
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Instead of manually browsing through large taxonomy trees and selecting categories or tags one by one, editors can choose from automatically generated suggestions based on the product or content information, for example name and description.
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This approach reduces manual effort, minimizes errors, and significantly improves the speed and consistency of content and product classification.
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![Taxonomy entries suggested by the AI Assistant](img/taxonomy_suggestions_content.png"Taxonomy entries suggested by the AI Assistant")
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For more information, see [Taxonomy suggestions](taxonomy.md#taxonomy-suggestions).
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#### PHP API
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The PHP API has been enhanced with the following classes:
To learn more, see the [corresponding security advisory](https://developers.ibexa.co/security-advisories/ibexa-sa-2025-005-password-change-and-xss-vulnerabilities-in-back-office).
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#### Infrastructure
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- MariaDB 11.4 is now [officially supported](requirements.md#dbms)
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#### Developer experience
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##### PHP API
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The PHP API has been enhanced with the following classes and interfaces:
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