changed wording

docs/content/en/docs/Concepts/azure-apim.md

@@ -10,8 +10,8 @@ weight: 5
 
 Azure API Management is a platform-as-a-service that provides a hybrid, multicloud management platform for APIs across all environments [1](https://learn.microsoft.com/en-us/azure/api-management/api-management-key-concepts). It supports the complete API lifecycle and helps customers manage APIs as first-class assets throughout their lifecycle [1](https://learn.microsoft.com/en-us/azure/api-management/api-management-key-concepts).
 
-![APIM imagen](https://learn.microsoft.com/en-us/azure/api-management/media/api-management-key-concepts-experiment/api-management-components.png)
+**Activate GenAI with Azure** uses API Management to enable chargeback, monitoring and loadbalancing for Azure OpenAI instances...
 
-**Activate GenAI with Azure** uses API Management to enable chargeback, monitoring and loadbalancing for Azure OpenAI instances.. 
+![High-level Architecture](/activate-genai/img/ActivateGenAI-HLD.png)
 
-More information at the offical documentation: [What is APIM?](https://learn.microsoft.com/en-us/azure/api-management/api-management-key-concepts)
+For more information check: [What is APIM?](https://learn.microsoft.com/en-us/azure/api-management/api-management-key-concepts)

docs/content/en/docs/Concepts/azure-application-insights.md

@@ -29,4 +29,4 @@ Application Insights supports distributed tracing, which is also known as distri
 
 **Activate GenAI with Azure** uses Application Insights to monitor application logs. 
 
-Learn more about Application Insights in the official documentation: [What is Application Insights?](https://learn.microsoft.com/en-us/azure/azure-monitor/app/app-insights-overview?tabs=net)
+For more information check: [What is Application Insights?](https://learn.microsoft.com/en-us/azure/azure-monitor/app/app-insights-overview?tabs=net)

docs/content/en/docs/Concepts/azure-cognitive-search.md

@@ -22,6 +22,6 @@ Search is foundational to any app that surfaces text to users, where common scen
 
 **Activate GenAI with Azure** uses Azure Cognitive Search to serve an index of vectorized content, that will be used by our LLM (ChatGPT) to respond to user's query.
 
-Learn more at the official documentation: [What is Azure Cognitive Search?](https://learn.microsoft.com/en-us/azure/search/search-what-is-azure-search).
+For more information check: [What is Azure Cognitive Search?](https://learn.microsoft.com/en-us/azure/search/search-what-is-azure-search).
 
 Learning Path:[Implement knowledge mining with Azure Cognitive Search](https://learn.microsoft.com/en-us/training/paths/implement-knowledge-mining-azure-cognitive-search/)

docs/content/en/docs/Concepts/azure-container-apps.md

@@ -18,4 +18,4 @@ Common uses of Azure Container Apps include:
 
 **Activate GenAI with Azure** uses Azure Container Apps to deploy the chat user interface that will answer user queries based on the company's documents.
 
-Learn more about Azure Container Apps: [Azure Container Apps documentation?](https://learn.microsoft.com/en-us/azure/container-apps/)
+For more information check: [Azure Container Apps documentation?](https://learn.microsoft.com/en-us/azure/container-apps/)

docs/content/en/docs/Concepts/azure-functions.md

@@ -14,4 +14,4 @@ Functions provides a comprehensive set of event-driven triggers and bindings tha
 
 **Activate GenAI with Azure** uses Azure Function to create chunks of the documents text and create embeddings to be added to the Azure Cognitive Search index. 
 
-Learn more about Azure Functions: [What is Azure Function?](https://learn.microsoft.com/en-us/azure/azure-functions/functions-overview?pivots=programming-language-csharp). For the best experience with the Functions documentation, choose your preferred development language from the list of native Functions languages at the top of the article.
+For more information check: [What is Azure Function?](https://learn.microsoft.com/en-us/azure/azure-functions/functions-overview?pivots=programming-language-csharp). For the best experience with the Functions documentation, choose your preferred development language from the list of native Functions languages at the top of the article.

docs/content/en/docs/Concepts/azure-openai.md

@@ -26,4 +26,4 @@ Important concepts about Azure OpenAI:
 
 **Activate GenAI with Azure** uses Azure OpenAI Embeddings model to vectorize the content and ChatGPT model to conversate with that content. 
 
-More information at the official documentation: [What is Azure OpenAI](https://learn.microsoft.com/en-us/azure/ai-services/openai/overview)
+For more information check: [What is Azure OpenAI](https://learn.microsoft.com/en-us/azure/ai-services/openai/overview)

docs/content/en/docs/Concepts/azure-storage.md

@@ -21,4 +21,4 @@ Blob Storage is designed for:
 
 **Activate GenAI with Azure** uses Blob Storage to store the documents (PDFs) that will be then vectorized and indexed. 
 
-Learn more about Azure Blob Storage: [What is Azure Blob Storage?](https://learn.microsoft.com/en-us/azure/storage/blobs/storage-blobs-overview)
+For more information check: [What is Azure Blob Storage?](https://learn.microsoft.com/en-us/azure/storage/blobs/storage-blobs-overview)

docs/content/en/docs/Concepts/semantic-kernel.md

@@ -20,4 +20,4 @@ To help developers build their own Copilot experiences on top of AI plugins, we
 
 **Activate GenAI with Azure** uses Semantic Kernel to orchestrate the prompts, Azure OpenAI calls and Azure Cognitive Search queries and results.
 
-Learn more at the official documentation of [Semantic Kernel](https://learn.microsoft.com/en-us/semantic-kernel/overview/)
+For more information check: [Semantic Kernel](https://learn.microsoft.com/en-us/semantic-kernel/overview/)

docs/content/en/docs/Overview/_index.md

@@ -5,7 +5,7 @@ weight: 1
 ---
 
 ## Description
-**Activate GenAI with Azure** is a new delivery that leverages the power of artificial intelligence and cloud computing to provide a smart and scalable document retrieval solution. The solution uses Azure OpenAI, Cognitive Search, Container Apps, Application Insights, and Azure API Management to create a chat interface that can answer user queries with relevant documents, suggested follow-up questions, and citations. The solution also allows users to upload custom data files and perform vector search using semantic or hybrid methods. Additionally, the solution supports extensibility through plugins, charge back functionality, security features such as authentication and authorization, monitoring capabilities, and scalability options.
+**Activate GenAI with Azure** is a new delivery that leverages the power of artificial intelligence and cloud computing to provide a smart and scalable document search retrieval solution. The solution uses Azure OpenAI, Cognitive Search, Container Apps, Application Insights, and Azure API Management to create a chat interface that can answer user queries with relevant documents, suggested follow-up questions, and citations. The solution also allows users to upload custom data files and perform vector search using semantic or hybrid methods. Additionally, the solution supports extensibility through plugins, charge back functionality, security features such as authentication and authorization, monitoring capabilities, and scalability options.
 
 ## Pre-requisites
 To use this solution, you will need the following:

docs/content/en/docs/Reference/_index.md

@@ -23,4 +23,4 @@ weight: 9
 * [Azure Container Apps](https://learn.microsoft.com/en-us/azure/container-apps/overview)
 * [Azure API Management](https://learn.microsoft.com/en-us/azure/api-management/api-management-key-concepts)
 * [Azure Application Insights](hhttps://learn.microsoft.com/en-us/azure/azure-monitor/app/app-insights-overview?tabs=net)
-* [Azure Active Directory](https://learn.microsoft.com/en-us/azure/active-directory/fundamentals/whatis)
+* [Microsoft Entra ID](https://learn.microsoft.com/en-us/azure/active-directory/fundamentals/whatis)

docs/content/en/docs/Supported Scenarios/_index.md

@@ -8,7 +8,7 @@ description: Understand the supported Scenarios.
 
 ### Document Retrieval
 
-**Activate GenAI with Azure** is a new delivery that leverages the power of artificial intelligence and cloud computing to provide a smart and scalable document retrieval solution. The solution uses Azure OpenAI, Cognitive Search, Container Apps, Application Insights, and Azure API Management to create a chat interface that can answer user queries with relevant documents, suggested follow-up questions, and citations. The solution also allows users to upload custom data files and perform vector search using semantic or hybrid methods. Additionally, the solution supports extensibility through plugins, charge back functionality, security features such as authentication and authorization, monitoring capabilities, and scalability options.
+**Activate GenAI with Azure** is a new delivery that leverages the power of artificial intelligence and cloud computing to provide a smart and scalable document search and retrieval solution. The solution uses Azure OpenAI, Cognitive Search, Container Apps, Application Insights, and Azure API Management to create a chat interface that can answer user queries with relevant documents, suggested follow-up questions, and citations. The solution also allows users to upload custom data files and perform vector search using semantic or hybrid methods. Additionally, the solution supports extensibility through plugins, charge back functionality, security features such as authentication and authorization, monitoring capabilities, and scalability options.
 
 ## Technical Scenarios