docs: Updated changes in README.md, AIStudioDeployment.md and FabricDeployment.md (#296)

* Add files via upload

* Update README.md

* Update and rename AIStudioDeployment.md to AIFoundryDeployment.md

* Add files via upload

* Update README.md

* Update AIFoundryDeployment.md

* Add files via upload

* Add files via upload

* Update FabricDeployment.md

Author: Thanusree-Microsoft

ResearchAssistant/Deployment/AIStudioDeployment.md renamed to ResearchAssistant/Deployment/AIFoundryDeployment.md

@@ -1,16 +1,16 @@
-# AI Studio Deployment Guide 
+# AI Foundry Deployment Guide 
 Please follow the steps below to configure the Prompt flow endpoint in App service configuration.
 
-## Step 1: Open AI Studio Project
-1. Launch the [AI Studio](https://ai.azure.com/) and select `Build` from the top menu.
+## Step 1: OpenAI Foundry Project
+1. Launch the [AI Foundry](https://ai.azure.com/) and select `project` under Jump into a project in Azure AI Foundry, If not found click on View all projects from the top menu.
 
     ![Home](/ResearchAssistant/Deployment/images/aiStudio/Home.png)
 
 2. Click on the project with name `ai_project_{your deployment prefix}`.
 
 ## Step 2: Import Prompt Flow and Deploy
 
-1. Click on `PromptFlow` button from left menu under `Tools`.
+1. Click on `PromptFlow` button from left menu under `Build and customize`.
 
     ![Prompt Flow](/ResearchAssistant/Deployment/images/aiStudio/PromptFlow.png)
 
@@ -27,7 +27,7 @@ Please follow the steps below to configure the Prompt flow endpoint in App servi
     ![Upload Local File](/ResearchAssistant/Deployment/images/aiStudio/UploadLocalFile.png)
 
 
-5. Click on `Select runtime` and chick on `Start` from the drop-down list. It can take few minutes for the runtime to start.
+5. Click on `Start compute session` and click on `Start compute session` from the drop-down list. It can take few minutes for the runtime to start.
 
     ![Select Runtime](/ResearchAssistant/Deployment/images/aiStudio/SelectRunTime.png)
 
@@ -38,12 +38,12 @@ Please follow the steps below to configure the Prompt flow endpoint in App servi
 
     ![Deploy Draft Flow](/ResearchAssistant/Deployment/images/aiStudio/DeployDraftFlow.png)
 
-7. It will take few minutes for the flow to be validated and deployed. Click on `Deployments` from left menu. You might only see the Default_AzureOpenAI deployments in the page until the deployment is completed. Please wait and click on `Refresh` after few minutes.
+7. It will take few minutes for the flow to be validated and deployed. Click on `Models + endpoints` from left menu. You might only see the Default_AzureOpenAI deployments in the page until the deployment is completed. Please wait and click on `Refresh` after few minutes.
 
    ![Deployments Page](/ResearchAssistant/Deployment/images/aiStudio/BlankDeploymentsPage.png)
 
 
-8. Click on the deployed endpoint with name `draftsinference-1`.
+8. Click on the deployed endpoint with name `ai-project-bycra-jzxzb-1`.
    ![Drafts Endpoint](/ResearchAssistant/Deployment/images/aiStudio/DraftsEndpoint.png)
 
 9. Click on `Consume` from the top menu. Copy below details to use later in step 3.6.

ResearchAssistant/Deployment/FabricDeployment.md

@@ -8,10 +8,10 @@ Please follow the steps below to set up the Fabric Workspace and collect the id
 3. Enter a Workspace Name and click on `Apply`.
     ![New Workspace](/ResearchAssistant/Deployment/images/fabric/CreateWorkspace.png)
 
-4. On the next page, click on `New`.
+4. On the next page, click on `Import`.
     ![Create Workspace](/ResearchAssistant/Deployment/images/fabric/WorkspaceGuid.png)
 
-5. Click on `Import Notebook`.
+5. Click on `Notebook`.
 
     ![Create Workspace](/ResearchAssistant/Deployment/images/fabric/ImportNotebooks.png)
 

ResearchAssistant/Deployment/images/aiStudio/BlankDeploymentsPage.png

@@ -52,7 +52,7 @@ For additional training and support, please see:
 1. [Azure OpenAI](https://learn.microsoft.com/en-us/azure/ai-services/openai/) 
 2. [Azure AI Search](https://learn.microsoft.com/en-us/azure/search/) 
 3. [Microsoft Fabric](https://learn.microsoft.com/en-us/fabric/) 
-4. [Azure AI Studio](https://learn.microsoft.com/en-us/azure/ai-studio/) 
+4. [Azure AI Foundry](https://learn.microsoft.com/en-us/azure/ai-studio/) 
 
 ### Solution accelerator architecture
 ![image](Deployment/images/readMe/architecture.png)
@@ -64,7 +64,7 @@ For additional training and support, please see:
 ### **How to install/deploy**
 
 1. Please check the link [Azure Products by Region](
-https://azure.microsoft.com/en-us/explore/global-infrastructure/products-by-region/?products=all&regions=all) and choose a region where Azure AI Search, Semantic Ranker, Azure OpenAI Service, and Azure AI Studio are available. 
+https://azure.microsoft.com/en-us/explore/global-infrastructure/products-by-region/?products=all&regions=all) and choose a region where Azure AI Search, Semantic Ranker, Azure OpenAI Service, and Azure AI Foundry are available. 
 
 2. Click the following deployment button to create the required resources for this accelerator in your Azure Subscription.
 
@@ -74,9 +74,9 @@ https://azure.microsoft.com/en-us/explore/global-infrastructure/products-by-regi
 
    ![image](Deployment/images/readMe/armDeployment.png)
 
-4. When Deployment is complete, follow steps in [AI Studio Deployment guide](./Deployment/AIStudioDeployment.md) to configure the grant draft proposal endpoint.
+4. When Deployment is complete, follow steps in [AI Foundry Deployment guide](./Deployment/AIFoundryDeployment.md) to configure the grant draft proposal endpoint.
 
-5. When AI Studio deployment is complete, launch the application by navigating to your Azure resource group, choosing the app service resource, and clicking on the default domain. You should bookmark this URL to have quick access to your deployed application.
+5. When AI Foundry deployment is complete, launch the application by navigating to your Azure resource group, choosing the app service resource, and clicking on the default domain. You should bookmark this URL to have quick access to your deployed application.
 
 The next steps are optional for additional learning. Not required to deploy the solution and run the Grant Writer Assistant.