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docs/ai-ml/architecture/automate-document-classification-durable-functions-content.md

@@ -20,7 +20,7 @@ This article describes an architecture for processing document files that contai
    > Azure doesn’t offer a service that can classify multiple document types in a single file. This solution uses a non-Azure service that's hosted in AKS.
 
 1. The Metadata Store activity function saves the document type and page range information in an Azure Cosmos DB store.
-1. The Indexing activity function creates a new search document in the Cognitive Search service for each identified document type and uses the [Azure Cognitive Search libraries for .NET](/dotnet/api/overview/azure/search?view=azure-dotnet) to include in the search document the full OCR results and document information. A correlation ID is also added to the search document so that the search results can be matched with the corresponding document metadata from Azure Cosmos DB.
+1. The Indexing activity function creates a new search document in the Cognitive Search service for each identified document type and uses the [Azure AI Search libraries for .NET](/dotnet/api/overview/azure/search?view=azure-dotnet) to include in the search document the full OCR results and document information. A correlation ID is also added to the search document so that the search results can be matched with the corresponding document metadata from Azure Cosmos DB.
 1. End users can search for documents by contents and metadata. Correlation IDs in the search result set can be used to look up document records that are in Azure Cosmos DB. The records include links to the original document file in Blob Storage.
 
 ### Components
@@ -30,7 +30,7 @@ This article describes an architecture for processing document files that contai
 - [Azure Storage](https://azure.microsoft.com/product-categories/storage) is a set of massively scalable and secure cloud services for data, apps, and workloads. It includes [Blob Storage](https://azure.microsoft.com/products/storage/blobs), [Azure Files](https://azure.microsoft.com/products/storage/files), [Azure Table Storage](https://azure.microsoft.com/products/storage/tables), and [Azure Queue Storage](https://azure.microsoft.com/products/storage/queues).
 - [Azure App Service](https://azure.microsoft.com/products/app-service) provides a framework for building, deploying, and scaling web apps. The Web Apps feature is an HTTP-based service for hosting web applications, REST APIs, and mobile back ends. With Web Apps, you can develop in .NET, .NET Core, Java, Ruby, Node.js, PHP, or Python. Applications easily run and scale in Windows and Linux-based environments.
 - [Azure Cognitive Services](https://azure.microsoft.com/products/cognitive-services) provides intelligent algorithms to see, hear, speak, understand, and interpret your user needs by using natural methods of communication.
-- [Azure Cognitive Search](https://azure.microsoft.com/products/search) provides a rich search experience over private, heterogeneous content in web, mobile, and enterprise applications.
+- [Azure AI Search](https://azure.microsoft.com/products/search) provides a rich search experience over private, heterogeneous content in web, mobile, and enterprise applications.
 - [AKS](https://azure.microsoft.com/products/kubernetes-service) is a highly available, secure, and fully managed Kubernetes service. AKS makes it easy to deploy and manage containerized applications.
 
 ### Alternatives
@@ -72,7 +72,7 @@ A reliable workload is one that's both resilient and available. Resiliency is th
 
 For reliability information about solution components, see the following resources:
 
-- [SLA for Azure Cognitive Search](https://azure.microsoft.com/support/legal/sla/search/v1_0)
+- [SLA for Azure AI Search](https://azure.microsoft.com/support/legal/sla/search/v1_0)
 - [SLA for Azure Applied AI Services](https://azure.microsoft.com/support/legal/sla/azure-applied-ai-services/v1_0)
 - [SLA for Azure Functions](https://azure.microsoft.com/support/legal/sla/functions/v1_2)
 - [SLA for App Service](https://azure.microsoft.com/support/legal/sla/app-service/v1_5)
@@ -84,9 +84,9 @@ For reliability information about solution components, see the following resourc
 
 Cost optimization is about reducing unnecessary expenses and improving operational efficiencies. For more information, see [Overview of the cost optimization pillar](/azure/architecture/framework/cost/overview).
 
-The most significant costs for this architecture will potentially come from the storage of image files in the storage account, Cognitive Services image processing, and index capacity requirements in the Azure Cognitive Search service.
+The most significant costs for this architecture will potentially come from the storage of image files in the storage account, Cognitive Services image processing, and index capacity requirements in the Azure AI Search service.
 
-Costs can be optimized by [right sizing](/azure/architecture/framework/services/storage/storage-accounts/cost-optimization) the storage account by using reserved capacity and lifecycle policies, proper [Azure Cognitive Search planning](/azure/search/search-sku-manage-costs) for regional deployments and operational scale up scheduling, and using [commitment tier pricing](/azure/cognitive-services/commitment-tier) that's available for the Computer Vision – OCR service to manage [predictable costs](/azure/cognitive-services/plan-manage-costs).
+Costs can be optimized by [right sizing](/azure/architecture/framework/services/storage/storage-accounts/cost-optimization) the storage account by using reserved capacity and lifecycle policies, proper [Azure AI Search planning](/azure/search/search-sku-manage-costs) for regional deployments and operational scale up scheduling, and using [commitment tier pricing](/azure/cognitive-services/commitment-tier) that's available for the Computer Vision – OCR service to manage [predictable costs](/azure/cognitive-services/plan-manage-costs).
 
 Here are some guidelines for optimizing costs:
 
@@ -118,7 +118,7 @@ Introductory articles:
 - [Introduction to Azure Storage](/azure/storage/common/storage-introduction)
 - [What are Durable Functions?](/azure/azure-functions/durable/durable-functions-overview?tabs=csharp)
 - [What are Azure Cognitive Services?](/azure/cognitive-services/what-are-cognitive-services)
-- [What’s Azure Cognitive Search?](/azure/search/search-what-is-azure-search)
+- [What’s Azure AI Search?](/azure/search/search-what-is-azure-search)
 - [App Service overview](/azure/app-service/overview)
 - [Introduction to Azure Cosmos DB](/azure/cosmos-db/introduction)
 - [Azure Kubernetes Service](/azure/aks/intro-kubernetes)
@@ -129,7 +129,7 @@ Product documentation:
 - [Azure documentation (all products)](/azure?product=all)
 - [Durable Functions documentation](/azure/azure-functions/durable)
 - [Azure Cognitive Services documentation](/azure/cognitive-services)
-- [Azure Cognitive Search documentation](/azure/search)
+- [Azure AI Search documentation](/azure/search)
 
 ## Related resources
 

docs/aws-professional/services.md

@@ -39,7 +39,7 @@ products:
 
 # AWS to Azure services comparison
 
-This article helps you understand how Microsoft Azure services compare to Amazon Web Services (AWS). Whether you are planning a multicloud solution with Azure and AWS, or migrating to Azure, you can compare the IT capabilities of Azure and AWS services in all categories.
+This article helps you understand how Microsoft Azure services compare to Amazon Web Services (AWS). Whether you are planning a multicloud solution with Azure and AWS or migrating to Azure, you can compare the IT capabilities of Azure and AWS services in all categories.
 
 This article compares services that are roughly comparable. Not every AWS service or Azure service is listed, and not every matched service has exact feature-for-feature parity.
 
@@ -258,10 +258,10 @@ For an overview of Azure for AWS users, see [Introduction to Azure for AWS profe
 | [Identity and Access Management (IAM)](https://aws.amazon.com/iam) | [Microsoft Entra ID](https://azure.microsoft.com/services/active-directory) | Allows users to securely control access to services and resources while offering data security and protection. Create and manage users and groups, and use permissions to allow and deny access to resources. |
 | [Identity and Access Management (IAM)](https://aws.amazon.com/iam) | [Azure role-based access control (RBAC)](/azure/role-based-access-control/overview) | Azure role-based access control (Azure RBAC) helps you manage who has access to Azure resources, what they can do with those resources, and what areas they have access to. |
 | [Organizations](https://aws.amazon.com/organizations) | [Subscription Management + Azure RBAC](/azure/azure-subscription-service-limits) | Security policy and role management for working with multiple accounts. |
-| [Multi-Factor Authentication](https://aws.amazon.com/iam/features/mfa) | [Microsoft Entra ID](https://azure.microsoft.com/services/active-directory) | Safeguard access to data and applications, while meeting user demand for a simple sign-in process. |
+| [Multi-Factor Authentication](https://aws.amazon.com/iam/features/mfa) | [Microsoft Entra ID](https://azure.microsoft.com/services/active-directory) | Safeguard access to data and applications while meeting user demand for a simple sign-in process. |
 | [Directory Service](https://aws.amazon.com/directoryservice) | [Microsoft Entra Domain Services](https://azure.microsoft.com/services/active-directory-ds) | Provides managed domain services, such as domain join, group policy, LDAP, and Kerberos/NTLM authentication, which are fully compatible with Windows Server Active Directory. |
-| [Cognito](https://aws.amazon.com/cognito) | [Microsoft Entra External ID](https://azure.microsoft.com/products/active-directory/external-identities/) | A highly available, global, identity management service for consumer-facing applications that scales to hundreds of millions of identities. |
-| [AWS Config](https://aws.amazon.com/config/) | [Policy](https://azure.microsoft.com/services/azure-policy/) | Azure Policy is a service in Azure that you use to create, assign, and manage policies. These policies enforce different rules and effects over your resources, so those resources stay compliant with your corporate standards and service-level agreements. |
+| [Cognito](https://aws.amazon.com/cognito) | [Microsoft Entra External ID](https://azure.microsoft.com/products/active-directory/external-identities/) | A highly available, global identity management service for consumer-facing applications that scales to hundreds of millions of identities. |
+| [AWS Config](https://aws.amazon.com/config/) | [Policy](https://azure.microsoft.com/services/azure-policy/) | Azure Policy is a service in Azure that you use to create, assign, and manage policies. These policies enforce different rules and effects over your resources so those resources stay compliant with your corporate standards and service-level agreements. |
 | [Organizations](https://aws.amazon.com/organizations) | [Management Groups](/azure/governance/management-groups/) | Azure management groups provide a level of scope above subscriptions. You organize subscriptions into containers called "management groups" and apply your governance conditions to the management groups. All subscriptions within a management group automatically inherit the conditions applied to the management group. Management groups give you enterprise-grade management at a large scale, no matter what type of subscriptions you have. |
 
 ### Encryption
@@ -311,7 +311,7 @@ For an overview of Azure for AWS users, see [Introduction to Azure for AWS profe
 | [Elastic Beanstalk](https://aws.amazon.com/elasticbeanstalk) | [App Service](https://azure.microsoft.com/services/app-service) | Managed hosting platform providing easy to use services for deploying and scaling web applications and services. |
 | [API Gateway](https://aws.amazon.com/api-gateway) | [API Management](https://azure.microsoft.com/services/api-management) | A turnkey solution for publishing APIs to external and internal consumers. |
 | [CloudFront](https://aws.amazon.com/cloudfront) | [Azure Front Door](https://azure.microsoft.com/services/frontdoor) | Azure Front Door is a modern cloud content delivery network (CDN) service that delivers high performance, scalability, and secure user experiences for your content and applications. |
-| [Global Accelerator](https://aws.amazon.com/global-accelerator) | [Azure Front Door](https://azure.microsoft.com/services/frontdoor) | Easily join your distributed microservices architectures into a single global application using HTTP load balancing and path-based routing rules. Automate turning up new regions and scale-out with API-driven global actions, and independent fault-tolerance to your back end microservices in Azure-or anywhere. |
+| [Global Accelerator](https://aws.amazon.com/global-accelerator) | [Azure Front Door](https://azure.microsoft.com/services/frontdoor) | Easily join your distributed microservices architectures into a single global application using HTTP load balancing and path-based routing rules. Automate turning up new regions and scale-out with API-driven global actions and independent fault-tolerance to your back-end microservices in Azure or anywhere. |
 | [Global Accelerator](https://aws.amazon.com/global-accelerator) | [Cross-regional load balancer](/azure/load-balancer/cross-region-overview) | Distribute and load balance traffic across multiple Azure regions via a single, static, global anycast public IP address. |
 | [Lightsail](https://aws.amazon.com/lightsail) | [App Service](https://azure.microsoft.com/services/app-service) | Build, deploy, and scale web apps on a fully managed platform. |
 | [App Runner](https://aws.amazon.com/apprunner) | [Web App for Containers](https://azure.microsoft.com/services/app-service/containers) | Easily deploy and run containerized web apps on Windows and Linux. |
@@ -334,7 +334,7 @@ For an overview of Azure for AWS users, see [Introduction to Azure for AWS profe
 | AWS service | Azure service | Description |
 |------|-------------|---------------|
 | [WorkSpaces](https://aws.amazon.com/workspaces), [AppStream 2.0](https://aws.amazon.com/appstream2) | [Azure Virtual Desktop](/azure/virtual-desktop) | Manage virtual desktops and applications to enable corporate network and data access to users, anytime, anywhere, from supported devices. Amazon WorkSpaces support Windows and Linux virtual desktops. Azure Virtual Desktop supports multi-session Windows 10 virtual desktops.|
-| [WorkLink](https://aws.amazon.com/worklink) | [Application Proxy](/azure/active-directory/app-proxy/application-proxy) | Provides access to intranet applications, without requiring VPN connectivity. Amazon WorkLink is limited to iOS and Android devices.|
+| [WorkLink](https://aws.amazon.com/worklink) | [Application Proxy](/azure/active-directory/app-proxy/application-proxy) | Provides access to intranet applications without requiring VPN connectivity. Amazon WorkLink is limited to iOS and Android devices.|
 
 ## Miscellaneous