Updated RAG quickstarts

Author: haileytap

articles/search/media/search-get-started-portal-images/multimodal-embedding-tile.png

@@ -9,14 +9,14 @@ ms.custom:
   - build-2024
   - ignite-2024
 ms.topic: quickstart
-ms.date: 06/02/2025
+ms.date: 06/03/2025
 ---
 
 # Quickstart: Vectorize text in the Azure portal
 
-In this quickstart, you use the **Import and vectorize data** wizard in the Azure portal to get started with [integrated vectorization](vector-search-integrated-vectorization.md). The wizard chunks your content and calls an embedding model to vectorize content during indexing and for queries.
+In this quickstart, you use the **Import and vectorize data** wizard in the Azure portal to get started with [integrated vectorization](vector-search-integrated-vectorization.md). The wizard chunks your content and calls an embedding model to vectorize the chunks at indexing and query time.
 
-The sample data for this quickstart consists of text-based PDFs, but you can also use images and follow this quickstart to vectorize them.
+This quickstart uses text-based PDFs from the [azure-search-sample-data](https://github.com/Azure-Samples/azure-search-sample-data/tree/main/sustainable-ai-pdf) repo. However, you can use images and still complete this quickstart.
 
 ## Prerequisites
 
@@ -54,7 +54,7 @@ For integrated vectorization, you must use one of the following embedding models
 
 <sup>2</sup> Azure OpenAI resources (with access to embedding models) that were created in the [Azure AI Foundry portal](https://ai.azure.com/) aren't supported. Only Azure OpenAI resources created in the Azure portal are compatible with the [Azure OpenAI Embedding skill](cognitive-search-skill-azure-openai-embedding.md).
 
-<sup>3</sup> For billing purposes, you must [attach your Azure AI multi-service resource](cognitive-search-attach-cognitive-services.md) to the skillset in your Azure AI Search service. Unless you use a [keyless connection (preview)](cognitive-search-attach-cognitive-services.md#bill-through-a-keyless-connection) to create the skillset, both resources must be in the same region.
+<sup>3</sup> For billing purposes, you must [attach your multi-service resource](cognitive-search-attach-cognitive-services.md) to the skillset in your Azure AI Search service. Unless you use a [keyless connection](cognitive-search-attach-cognitive-services.md#bill-through-a-keyless-connection) to create the skillset, both resources must be in the same region.
 
 <sup>4</sup> The Azure AI Vision multimodal embedding model is available in [select regions](/azure/ai-services/computer-vision/overview-image-analysis#region-availability).