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articles/ai-studio/tutorials/copilot-sdk-create-resources.md

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@@ -70,7 +70,7 @@ These steps deploy a model to a real-time endpoint from the Azure AI Foundry por
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After you deploy the **gpt-4o-mini**, repeat the steps to deploy the **text-embedding-ada-002** model.
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## Create an Azure AI Search service
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## <a name="create-search"></a> Create an Azure AI Search service
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The goal with this application is to ground the model responses in your custom data. The search index is used to retrieve relevant documents based on the user's question.
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articles/ai-studio/tutorials/deploy-chat-web-app.md

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- An Azure subscription - <a href="https://azure.microsoft.com/free/cognitive-services" target="_blank">Create one for free</a>.
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- A [deployed Azure OpenAI](../how-to/deploy-models-openai.md) chat model. Complete the [Azure AI Foundry playground quickstart](../quickstarts/get-started-playground.md) to create this resource if you haven't already.
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- An [Azure AI Search service connection](../how-to/connections-add.md#create-a-new-connection) to index the sample product data.
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- An Azure AI Search service connection to index the sample product data. If you don't have one, follow the steps to [create](copilot-sdk-create-resources.md#create-search) and [connect](copilot-sdk-create-resources.md#connect-search) a search service.
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- A local copy of product data. The [Azure-Samples/rag-data-openai-python-promptflow repository on GitHub](https://github.com/Azure-Samples/rag-data-openai-python-promptflow/) contains sample retail product information that's relevant for this tutorial scenario. Specifically, the `product_info_11.md` file contains product information about the TrailWalker hiking shoes that's relevant for this tutorial example. [Download the example Contoso Trek retail product data in a ZIP file](https://github.com/Azure-Samples/rag-data-openai-python-promptflow/raw/refs/heads/main/tutorial/data/product-info.zip) to your local machine.
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- A **Microsoft.Web** resource provider registered in the selected subscription, to be able to deploy to a web app. For more information on registering a resource provide, see [Register resource provider](/azure/azure-resource-manager/management/resource-providers-and-types#register-resource-provider-1).
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- To complete this tutorial, you must have the necessary permissions to add role assignments in your Azure subscription. Granting permissions by role assignment is only allowed by the Owner of the specific Azure resources. You might need to ask your Azure subscription owner (who might be your IT admin) to complete the [Configure resources](#configure-resources) section for you.
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- Necessary permissions to add role assignments in your Azure subscription.
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## Configure resources
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