update

Author: mrbullwinkle

articles/ai-services/multi-service-resource.md

@@ -42,7 +42,7 @@ Looking to use Azure AI Search skills? See classic [Azure AI multi-services reso
 
 ## Default project
 
-In AI Foundry, projects provide access to developer APIs, and act as folders to organize your work. A default project is created for you when you create your resource in Azure portal or Azure AI Foundry Portal. The default project has a special notion - it provides backwards compatibility with developer APIs that are supported on the parent resource level. Typically these are AI Services and Azure OpenA APIs for model customization. Newer APIs including Agents and Evaluations are accessible from any project. For more information, see [Types of projects](../ai-foundry/what-is-azure-ai-foundry.md#project-types).
+In AI Foundry, projects provide access to developer APIs, and act as folders to organize your work. A default project is created for you when you create your resource in Azure portal or Azure AI Foundry Portal. The default project has a special notion - it provides backwards compatibility with developer APIs that are supported on the parent resource level. Typically these are AI Services and Azure OpenAI APIs for model customization. Newer APIs including Agents and Evaluations are accessible from any project. For more information, see [Types of projects](../ai-foundry/what-is-azure-ai-foundry.md#project-types).
 
 Your AI Foundry resource might or might not be associated with an AI Foundry project:
 - If your AI Foundry resources was created using Azure CLI, PowerShell, Bicep template, Terraform, or SDKs. In those cases, the AI Foundry resource by default isn't associated with a project. You can create a project later as a child resource.

articles/ai-services/openai/faq.yml

@@ -312,7 +312,7 @@ sections:
       - question: |
           What is Azure OpenAI on your data?  
         answer:
-          Azure OpenAI on your data is a feature of the Azure OpenA that helps organizations to generate customized insights, content, and searches using their designated data sources. It works with the capabilities of the OpenAI models in Azure OpenAI to provide more accurate and relevant responses to user queries in natural language. Azure OpenAI on your data can be integrated with customer's existing applications and workflows, offers insights into key performance indicators, and can interact with users seamlessly.  
+          Azure OpenAI on your data is a feature of the Azure OpenAI that helps organizations to generate customized insights, content, and searches using their designated data sources. It works with the capabilities of the OpenAI models in Azure OpenAI to provide more accurate and relevant responses to user queries in natural language. Azure OpenAI on your data can be integrated with customer's existing applications and workflows, offers insights into key performance indicators, and can interact with users seamlessly.  
       - question: |
           How can I access Azure OpenAI on your data?  
         answer:

articles/search/whats-new.md

@@ -94,7 +94,7 @@ Learn about the latest updates to Azure AI Search functionality, docs, and sampl
 | August | Feature | [stored property](vector-search-how-to-storage-options.md). Announcing general availability. Boolean that reduces storage of vector indexes by *not* storing retrievable vectors. |
 | August | Feature | [vectorQueries.Weight property](vector-search-how-to-query.md#vector-weighting). Announcing general availability. Specify the relative weight of each vector query in a search operation. |
 | July | Accelerator | [Chat with your data](https://github.com/Azure-Samples/chat-with-your-data-solution-accelerator). A solution accelerator for the RAG pattern running in Azure, using Azure AI Search for retrieval and Azure OpenAI large language models to create conversational search experiences. The code with sample data is available for use case scenarios such as financial advisor and contract review and summarization. |
-| July | Accelerator | [Conversational Knowledge Mining](https://github.com/microsoft/Customer-Service-Conversational-Insights-with-Azure-OpenAI-Services). A solution accelerator built on top of Azure AI Search, Azure Speech and Azure OpenA that allows customers to extract actionable insights from post-contact center conversations. |
+| July | Accelerator | [Conversational Knowledge Mining](https://github.com/microsoft/Customer-Service-Conversational-Insights-with-Azure-OpenAI-Services). A solution accelerator built on top of Azure AI Search, Azure Speech and Azure OpenAI that allows customers to extract actionable insights from post-contact center conversations. |
 | July | Accelerator | [Build your own copilot](https://github.com/microsoft/Build-your-own-AI-Assistant-Solution-Accelerator). Create your own custom copilot solution that empowers [Client Advisor](https://github.com/microsoft/Build-your-own-copilot-Solution-Accelerator/blob/main/ClientAdvisor/README.md) to harness the power of generative AI across both structured and unstructured data. Help our customers to optimize daily tasks and foster better interactions with more clients. |
 | June | Feature | [Image search in the Azure portal](search-get-started-portal-image-search.md). Search explorer now supports image search. In a vector index that contains vectorized image content, you can drop images into Search Explorer to query for a match. |
 | May | Service limits| [Higher capacity and more vector quota at every tier (same billing rate)](search-limits-quotas-capacity.md#service-limits). For most regions, partition sizes are now even larger for Standard 2 (S2), Standard 3 (S3), and Standard 3 High Density (S3 HD) for services created after April 3, 2024. To get the larger partitions, create a new service in a [region that provides newer infrastructure](search-region-support.md). <br><br>Storage Optimized tiers (L1 and L2) also have more capacity. L1 and L2 customers must create a new service to benefit from the higher capacity. There's no in-place upgrade at this time. <br><br>Extra capacity is now available in [more regions](search-limits-quotas-capacity.md#service-limits): Germany North​, Germany West Central​, South Africa North​, Switzerland West​, and Azure Government (Texas, Arizona, and Virginia). |