docs: updating deployment docs

Author: toherman-msft

README.md

@@ -11,7 +11,7 @@ User story
 
 This solution accelerator enables customers to programmatically extract data and apply schemas to unstructured documents across text-based and multi-modal content. During processing, extraction and data schema transformation - these steps are scored for accuracy to automate processing and identify as-needed human validation. This allows for improved accuracy and greater speed for data integration into downstream systems.
 
-It leverages Azure AI Foundry, Azure AI Content Understanding, Azure OpenAI Service, Azure blob storage, and Cosmos DB to transform large volumes of unstructured content through event-driven processing pipelines for integration into downstream applications and post-processing activities.
+It leverages Azure AI Foundry, Azure AI Content Understanding, Azure OpenAI Service, Azure blob storage, and Azure Cosmos DB to transform large volumes of unstructured content through event-driven processing pipelines for integration into downstream applications and post-processing activities.
 
 
 ### Technical key features

docs/AzureAccountSetup.md

@@ -0,0 +1,14 @@
+## Azure account setup
+
+1. Sign up for a [free Azure account](https://azure.microsoft.com/free/) and create an Azure Subscription.
+2. Check that you have the necessary permissions:
+    * Your Azure account must have `Microsoft.Authorization/roleAssignments/write` permissions, such as [Role Based Access Control Administrator](https://learn.microsoft.com/azure/role-based-access-control/built-in-roles#role-based-access-control-administrator-preview), [User Access Administrator](https://learn.microsoft.com/azure/role-based-access-control/built-in-roles#user-access-administrator), or [Owner](https://learn.microsoft.com/azure/role-based-access-control/built-in-roles#owner).
+    * Your Azure account also needs `Microsoft.Resources/deployments/write` permissions on the subscription level.
+
+You can view the permissions for your account and subscription by following the steps below: 
+- Navigate to the [Azure Portal](https://portal.azure.com/) and click on `Subscriptions` under 'Navigation' 
+- Select the subscription you are using for this accelerator from the list. 
+    - If you try to search for your subscription and it does not come up, make sure no filters are selected.
+- Select `Access control (IAM)` and you can see the roles that are assigned to your account for this subscription. 
+    - If you want to see more information about the roles, you can go to the `Role assignments`
+     tab and search by your account name and then click the role you want to view more information about.

docs/DeploymentGuide.md

@@ -2,7 +2,7 @@
 
 ## **Pre-requisites**
 
-To deploy this solution accelerator, ensure you have access to an [Azure subscription](https://azure.microsoft.com/free/) with the necessary permissions to create **resource groups, resources, app registrations, and assign roles at the resource group level**. This should include Contributor role at the subscription level and  Role Based Access Control role on the subscription and/or resource group level. Follow the steps in [Azure Account Set Up](./docs/AzureAccountSetUp.md).
+To deploy this solution accelerator, ensure you have access to an [Azure subscription](https://azure.microsoft.com/free/) with the necessary permissions to create **resource groups, resources, app registrations, and assign roles at the resource group level**. This should include Contributor role at the subscription level and Role Based Access Control role on the subscription and/or resource group level. Follow the steps in [Azure Account Set Up](./AzureAccountSetUp.md).
 
 Check the [Azure Products by Region](https://azure.microsoft.com/en-us/explore/global-infrastructure/products-by-region/?products=all&regions=all) page and select a **region** where the following services are available:
 
@@ -38,7 +38,7 @@ This will allow the scripts to run for the current session without permanently c
 
 ## Deployment Options & Steps
 
-Pick from the options below to see step-by-step instructions for GitHub Codespaces, VS Code Dev Containers, Local Environments, and Bicep deployments.
+Pick from the options below to see step-by-step instructions for GitHub Codespaces, VS Code Dev Containers, and Local Environments.
 
 | [![Open in GitHub Codespaces](https://github.com/codespaces/badge.svg)](https://codespaces.new/microsoft/content-processing-solution-accelerator) | [![Open in Dev Containers](https://img.shields.io/static/v1?style=for-the-badge&label=Dev%20Containers&message=Open&color=blue&logo=visualstudiocode)](https://vscode.dev/redirect?url=vscode://ms-vscode-remote.remote-containers/cloneInVolume?url=https://github.com/microsoft/content-processing-solution-accelerator) |
 |---|---|
@@ -117,16 +117,16 @@ When you start the deployment, most parameters will have **default values**, but
 | **Azure AI Content Understanding Location** | Select from a drop-down list of values. | Sweden Central |
 | **Secondary Location** | A **less busy** region for **Azure Cosmos DB**, useful in case of availability constraints. | eastus2 |
 | **Deployment Type** | Select from a drop-down list. | GlobalStandard |
-| **GPT Model** | Choose from **gpt-4, gpt-4o, gpt-4o-mini**. | gpt-4o |
-| **GPT Model Deployment Capacity** | Configure capacity for **GPT models**. | 100k |
+| **GPT Model** | Choose from **gpt-4o**. | gpt-4o |
+| **GPT Model Deployment Capacity** | Configure capacity for **GPT models**. | 300k |
 
 </details>
 
 <details>
   <summary><b>[Optional] Quota Recommendations</b></summary>
 
 By default, the **GPT model capacity** in deployment is set to **30k tokens**.  
-> **We recommend increasing the capacity to 100k tokens for optimal performance.**
+> **We recommend increasing the capacity to 100k tokens, if available, for optimal performance.**
 
 To adjust quota settings, follow these [steps](./AzureGPTQuotaSettings.md).
 
@@ -261,3 +261,10 @@ This will rebuild the source code, package it into a container, and push it to t
 4. **Deleting Resources After a Failed Deployment**  
 
      - Follow steps in [Delete Resource Group](./DeleteResourceGroup.md) if your deployment fails and/or you need to clean up the resources.
+
+## Next Steps
+
+Now that you've completed your deployment, you can start using the solution. Try out these things to start getting familiar with the capabilities:
+* Open the web container app URL in your browser and explore the web user interface and upload your own invoices.
+* [Create your own schema definition](./CustomizeSchemaData.md), so you can upload and process your own types of documents.
+* [Ingest the API](API.md) for processing documents programmatically.