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@@ -50,10 +50,8 @@ Click on the Deploy to Azure button and configure your settings in the Azure Por
 Please be aware that you need:
 -   an existing Azure OpenAI resource with models deployments (instruction models e.g. text-davinci-003, and embeddings models e.g. text-embedding-ada-002)
 
-### Signing up for Vector Search Private Preview in Azure Cognitive Search
-Azure Cognitive Search supports searching using pure vectors, pure text, or in hybrid mode where both are combined. For the vector-based cases, you'll need to sign up for Vector Search Private Preview. To sign up, please fill in this form: [https://aka.ms/VectorSearchSignUp](https://aka.ms/VectorSearchSignUp).
-
-Preview functionality is provided under [Supplemental Terms of Use](https://azure.microsoft.com/en-us/support/legal/preview-supplemental-terms/), without a service level agreement, and isn't recommended for production workloads.
+### Vector Search Public Preview in Azure Cognitive Search
+Vector Search is now in Public Preview under [Supplemental Terms of Use](https://azure.microsoft.com/en-us/support/legal/preview-supplemental-terms/), without a service level agreement, and isn't recommended for production workloads.
 
 
 ## Deploy on Azure (WebApp + Azure Cache for Redis Enterprise + Batch Processing)