update quickstart

Author: laujan

articles/ai-services/document-intelligence/model-overview.md

@@ -6,7 +6,7 @@ author: laujan
 manager: nitinme
 ms.service: azure-ai-document-intelligence
 ms.topic: conceptual
-ms.date: 11/19/2024
+ms.date: 03/14/2025
 ms.author: lajanuar
 ---
 
@@ -82,8 +82,8 @@ The following table shows the available models for each stable API:
 |Custom extraction model|[Custom composed](train/composed-models.md)            | ✔️| ✔️| ✔️| ✔️|
 |All models|[Add-on capabilities](concept-add-on-capabilities.md)    | ✔️| ✔️| n/a| n/a|
 
-\* - Contains submodels. See the model specific information for supported variations and subtypes. </br>
-\**- All the capabilites of General Document model are available in layout model. General model is no longer supported. 
+\* - Contains submodels. See the model specific information for supported variations and subtypes.</br>
+\**- All the General Document model capabilities are available in layout model. General model is no longer supported. 
 
 ### Latency
 
@@ -252,7 +252,7 @@ The US mortgage document models analyze and extract key fields including borrowe
 
  The contract model analyzes and extracts key fields from check including check details, account details, amount, memo, is extracted from US bank checks.
 
-***Sample bank check processed using [Document Intelligence Studio](https://documentintelligence.ai.azure.com/studio/prebuilt?formCategory=check.us)***:
+***A bank check sample processed using [Document Intelligence Studio](https://documentintelligence.ai.azure.com/studio/prebuilt?formCategory=check.us)***:
 
 :::image type="content" source="media/studio/analyze-bank-check.png" alt-text="Screenshot of bank check model extraction using Document Intelligence Studio.":::
 
@@ -263,7 +263,7 @@ The US mortgage document models analyze and extract key fields including borrowe
 
 :::image type="icon" source="media/overview/icon-contract.png":::
 
- The bank statement model analyzes and extracts key fields and line items from US bank statements account number, bank details, statement details and transaction details.
+ The bank statement model analyzes and extracts key fields and line items from US bank statements account number, bank details, statement details, and transaction details.
 
 ***Sample bank statement processed using [Document Intelligence Studio](https://documentintelligence.ai.azure.com/studio/prebuilt?formCategory=bankStatement.us)***:
 
@@ -410,7 +410,7 @@ A composed model is created by taking a collection of custom models and assignin
 [!INCLUDE [input requirements](./includes/input-requirements.md)]
 
 > [!NOTE]
-> The [Sample Labeling tool](https://fott-2-1.azurewebsites.net/) does not support the BMP file format. This is a limitation of the tool not the Document Intelligence Service.
+> The [Sample Labeling tool](https://fott-2-1.azurewebsites.net/) doesn't support the BMP file format. The limitation is derived from tool not the Document Intelligence Service.
 
 ### Version migration
 
@@ -531,7 +531,7 @@ A composed model is created by taking a collection of custom models and assignin
 [!INCLUDE [input requirements](./includes/input-requirements.md)]
 
 > [!NOTE]
-> The [Sample Labeling tool](https://fott-2-1.azurewebsites.net/) does not support the BMP file format. This is a limitation of the tool not the Document Intelligence Service.
+> The [Sample Labeling tool](https://fott-2-1.azurewebsites.net/) doesn't support the BMP file format. The limitation is derived from tool not the Document Intelligence Service.
 
 ### Version migration
 

articles/ai-services/document-intelligence/quickstarts/studio-custom-project.md

@@ -5,10 +5,8 @@ description: Form and document processing, data extraction, and analysis using D
 author: laujan
 manager: nitinme
 ms.service: azure-ai-document-intelligence
-ms.custom:
-  - ignite-2024
 ms.topic: quickstart
-ms.date: 03/13/2025
+ms.date: 03/14/2025
 ms.author: lajanuar
 monikerRange: '>=doc-intel-3.0.0'
 ---
@@ -24,7 +22,7 @@ monikerRange: '>=doc-intel-3.0.0'
 
 ## Prerequisites for new users
 
-Please refer to the following [documentation](../studio-overview.md#prerequisites) for subscription and resource creation, as well as authentication setup.
+Refer to the following [documentation](../studio-overview.md#prerequisites) for subscription, resource, and authentication setup.
 
 ## Additional prerequisites for custom projects
 
@@ -49,7 +47,7 @@ For custom projects, the following role assignments are required for different s
   * **Contributor**: You need this role to create a resource group and resources.
 
   > [!NOTE]
-  > If local (key-based) authentication is disabled for your Document Intelligence service resource and storage account, be sure to obtain **Cognitive Services User** and **Storage Blob Data Contributor** roles respectively, so you have enough permissions to use Document Intelligence Studio.  The **Storage Account Contributor** and **Contributor** roles only allow you to list keys but does not give you permission to use the resources when key-access is disabled.
+  > If local (key-based) authentication is disabled for your Document Intelligence service resource and storage account, be sure to obtain **Cognitive Services User** and **Storage Blob Data Contributor** roles respectively, so you have enough permissions to use Document Intelligence Studio. The **Storage Account Contributor** and **Contributor** roles only allow you to list keys but doesn't give you permission to use the resources when key-access is disabled.
 
 ### Configure CORS
 
@@ -97,7 +95,7 @@ CORS should now be configured to use the storage account from Document Intellige
     :::image border="true" type="content" source="../media/sas-tokens/upload-blob-window.png" alt-text="Screenshot of upload blob window in the Azure portal.":::
 
 > [!NOTE]
-> By default, the Studio will use documents that are located at the root of your container. However, you can use data organized in folders by specifying the folder path in the Custom form project creation steps. *See* [**Organize your data in subfolders**](../how-to-guides/build-a-custom-model.md?view=doc-intel-2.1.0&preserve-view=true#organize-your-data-in-subfolders-optional)
+> By default, the Studio uses documents that are located at the root of your container. However, you can use data organized in folders by specifying the folder path in the Custom form project creation steps. *See* [**Organize your data in subfolders**](../how-to-guides/build-a-custom-model.md?view=doc-intel-2.1.0&preserve-view=true#organize-your-data-in-subfolders-optional)
 
 ## Use Document Intelligence Studio features