diff --git a/ResearchAssistant/Deployment/AIStudioDeployment.md b/ResearchAssistant/Deployment/AIFoundryDeployment.md
similarity index 89%
rename from ResearchAssistant/Deployment/AIStudioDeployment.md
rename to ResearchAssistant/Deployment/AIFoundryDeployment.md
index 42b5966b..0473cb67 100644
--- a/ResearchAssistant/Deployment/AIStudioDeployment.md
+++ b/ResearchAssistant/Deployment/AIFoundryDeployment.md
@@ -1,8 +1,8 @@
-# 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)
 
@@ -10,7 +10,7 @@ Please follow the steps below to configure the Prompt flow endpoint in App servi
 
 ## 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.
diff --git a/ResearchAssistant/Deployment/FabricDeployment.md b/ResearchAssistant/Deployment/FabricDeployment.md
index a9a16480..12a997a6 100644
--- a/ResearchAssistant/Deployment/FabricDeployment.md
+++ b/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)
 
diff --git a/ResearchAssistant/Deployment/images/aiStudio/BlankDeploymentsPage.png b/ResearchAssistant/Deployment/images/aiStudio/BlankDeploymentsPage.png
index 273da9c4..d25edc70 100644
Binary files a/ResearchAssistant/Deployment/images/aiStudio/BlankDeploymentsPage.png and b/ResearchAssistant/Deployment/images/aiStudio/BlankDeploymentsPage.png differ
diff --git a/ResearchAssistant/Deployment/images/aiStudio/DeployDraftFlow.png b/ResearchAssistant/Deployment/images/aiStudio/DeployDraftFlow.png
index cc3a4161..da4297e7 100644
Binary files a/ResearchAssistant/Deployment/images/aiStudio/DeployDraftFlow.png and b/ResearchAssistant/Deployment/images/aiStudio/DeployDraftFlow.png differ
diff --git a/ResearchAssistant/Deployment/images/aiStudio/DraftsEndpoint.png b/ResearchAssistant/Deployment/images/aiStudio/DraftsEndpoint.png
index 9f1b4f46..7811d255 100644
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diff --git a/ResearchAssistant/Deployment/images/aiStudio/DraftsEndpointConsume.png b/ResearchAssistant/Deployment/images/aiStudio/DraftsEndpointConsume.png
index 8adf421f..5182c7dd 100644
Binary files a/ResearchAssistant/Deployment/images/aiStudio/DraftsEndpointConsume.png and b/ResearchAssistant/Deployment/images/aiStudio/DraftsEndpointConsume.png differ
diff --git a/ResearchAssistant/Deployment/images/aiStudio/Home.png b/ResearchAssistant/Deployment/images/aiStudio/Home.png
index f1297640..4260e1ec 100644
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diff --git a/ResearchAssistant/Deployment/images/aiStudio/PromptFlow.png b/ResearchAssistant/Deployment/images/aiStudio/PromptFlow.png
index 819717a1..f658e9e7 100644
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diff --git a/ResearchAssistant/Deployment/images/aiStudio/SelectRunTime.png b/ResearchAssistant/Deployment/images/aiStudio/SelectRunTime.png
index 012492cf..f58e96b5 100644
Binary files a/ResearchAssistant/Deployment/images/aiStudio/SelectRunTime.png and b/ResearchAssistant/Deployment/images/aiStudio/SelectRunTime.png differ
diff --git a/ResearchAssistant/Deployment/images/fabric/ImportNotebooks.png b/ResearchAssistant/Deployment/images/fabric/ImportNotebooks.png
index 0264ea3f..ca9c90f0 100644
Binary files a/ResearchAssistant/Deployment/images/fabric/ImportNotebooks.png and b/ResearchAssistant/Deployment/images/fabric/ImportNotebooks.png differ
diff --git a/ResearchAssistant/Deployment/images/fabric/WorkspaceGuid.png b/ResearchAssistant/Deployment/images/fabric/WorkspaceGuid.png
index b39b2083..aab07f59 100644
Binary files a/ResearchAssistant/Deployment/images/fabric/WorkspaceGuid.png and b/ResearchAssistant/Deployment/images/fabric/WorkspaceGuid.png differ
diff --git a/ResearchAssistant/Deployment/images/readMe/architecture.png b/ResearchAssistant/Deployment/images/readMe/architecture.png
index 5c1ee04c..a8f01490 100644
Binary files a/ResearchAssistant/Deployment/images/readMe/architecture.png and b/ResearchAssistant/Deployment/images/readMe/architecture.png differ
diff --git a/ResearchAssistant/Deployment/images/readMe/landing_page.png b/ResearchAssistant/Deployment/images/readMe/landing_page.png
index 4d92f026..2c3e803d 100644
Binary files a/ResearchAssistant/Deployment/images/readMe/landing_page.png and b/ResearchAssistant/Deployment/images/readMe/landing_page.png differ
diff --git a/ResearchAssistant/README.md b/ResearchAssistant/README.md
index ba1639dd..7fb9f2ee 100644
--- a/ResearchAssistant/README.md
+++ b/ResearchAssistant/README.md
@@ -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.