update

Author: mrbullwinkle

articles/ai-services/openai/concepts/provisioned-throughput.md

@@ -15,7 +15,7 @@ recommendations: false
 > [!NOTE]
 > If you're looking for what's recently changed with the provisioned throughput offering, see the [update article](./provisioned-migration.md) for more information.
 
-The provisioned throughput offering is a model deployment type that allows you to specify the amount of throughput you require in a model deployment. The Azure OpenAI then allocates the necessary model processing capacity and ensures it's ready for you. Provisioned throughput provides:
+The provisioned throughput offering is a model deployment type that allows you to specify the amount of throughput you require in a model deployment. Azure OpenAI then allocates the necessary model processing capacity and ensures it's ready for you. Provisioned throughput provides:
 
 - **Predictable performance:** stable max latency and throughput for uniform workloads.
 - **Allocated processing capacity:** A deployment configures the amount of throughput. Once deployed, the throughput is available whether used or not.

articles/ai-services/openai/faq.yml

@@ -340,7 +340,7 @@ sections:
       - question: |
           Is responsible AI supported by Azure OpenAI on your data?
         answer:
-          Yes, [Azure OpenAI on your data](./concepts/use-your-data.md) is part of the Azure OpenAI and works with the [models](./concepts/models.md) available in Azure OpenAI. The [content filtering](./concepts/content-filter.md) and abuse monitoring features of Azure OpenAI still apply. For more information, see the [overview of Responsible AI practices for Azure OpenAI models](/legal/cognitive-services/openai/overview?context=%2Fazure%2Fai-services%2Fopenai%2Fcontext%2Fcontext) and the [Transparency Note for Azure OpenAI](/legal/cognitive-services/openai/transparency-note?context=%2Fazure%2Fai-services%2Fopenai%2Fcontext%2Fcontext&tabs=text) for extra guidance on using Azure OpenAI on your data responsibly. 
+          Yes, [Azure OpenAI on your data](./concepts/use-your-data.md) is part of Azure OpenAI and works with the [models](./concepts/models.md) available in Azure OpenAI. The [content filtering](./concepts/content-filter.md) and abuse monitoring features of Azure OpenAI still apply. For more information, see the [overview of Responsible AI practices for Azure OpenAI models](/legal/cognitive-services/openai/overview?context=%2Fazure%2Fai-services%2Fopenai%2Fcontext%2Fcontext) and the [Transparency Note for Azure OpenAI](/legal/cognitive-services/openai/transparency-note?context=%2Fazure%2Fai-services%2Fopenai%2Fcontext%2Fcontext&tabs=text) for extra guidance on using Azure OpenAI on your data responsibly. 
       - question: |
           Is there a token limit on the system message? 
         answer: 

articles/search/cognitive-search-skill-azure-openai-embedding.md

@@ -18,7 +18,7 @@ The **Azure OpenAI Embedding** skill connects to a deployed embedding model on y
 
 ## Prerequisites
 
-Your Azure OpenAI in Azure AI Foundry Models must have an associated [custom subdomain](/azure/ai-services/cognitive-services-custom-subdomains). If the service was created through the Azure portal, this subdomain is automatically generated as part of your service setup. Ensure that your service includes a custom subdomain before using it with the Azure AI Search integration.
+Your Azure OpenAI in Azure AI Foundry Models resource must have an associated [custom subdomain](/azure/ai-services/cognitive-services-custom-subdomains). If the service was created through the Azure portal, this subdomain is automatically generated as part of your service setup. Ensure that your service includes a custom subdomain before using it with the Azure AI Search integration.
 
 Azure OpenAI resources (with access to embedding models) that were created in Azure AI Foundry portal aren't supported. Only the Azure OpenAI resources created in the Azure portal are compatible with the **Azure OpenAI Embedding** skill integration.