Update README.md

Author: Thanusree-Microsoft

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/AIStudioDeployment.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.