docs: Updated the image and corrected links and Typo

README.md

@@ -61,7 +61,7 @@ If you'd like to customize the solution accelerator, here are some common areas
   - **Review, validate, update** <br/>
   Transparency in reviewing processing steps and final output - allowing for review, comparison to source asset, ability to modify output results, and annotation for historical reference
 
-  - **API driven processing pipelinese** <br/>
+  - **API driven processing pipelines** <br/>
   API end-points are available for external source systems to integrate event-driven processing workflows
 
 </details>
@@ -100,7 +100,7 @@ Check the [Azure Products by Region](https://azure.microsoft.com/en-us/explore/g
 
 Pricing varies per region and usage, so it isn't possible to predict exact costs for your usage. The majority of the Azure resources used in this infrastructure are on usage-based pricing tiers. However, Azure Container Registry has a fixed cost per registry per day.
 
-Use the [Azure pricing calculator](https://azure.microsoft.com/en-us/pricing/calculator) to calculate the cost of this solution in your subscription. [Review a sample pricing sheet for the achitecture](https://azure.com/e/0a9a1459d1a2440ca3fd274ed5b53397).
+Use the [Azure pricing calculator](https://azure.microsoft.com/en-us/pricing/calculator) to calculate the cost of this solution in your subscription. [Review a sample pricing sheet for the architecture](https://azure.com/e/0a9a1459d1a2440ca3fd274ed5b53397).
 
 
 <br/>

docs/CustomizeSchemaData.md

@@ -5,7 +5,7 @@ Files that are to be processed can be passed to the API to queue them for proces
 
 The schema file should represent what fields are in the document and should be thought of as a "standardized output" for any type of document this schema is applied to. For example, the Content Processing solution accelerator includes an "invoice" schema that includes a number of fields like "invoice date" or "line items". 
 
-Using AI, the processing pipeline will extract what is preceived as is the "invoice date" and use that extraction to output into the "invoice date" field.
+Using AI, the processing pipeline will extract what is perceived as is the "invoice date" and use that extraction to output into the "invoice date" field.
 
 With this concept in mind, schemas need to be created specific to your business and domain requirements. A lot of times schemas may be generally common across industries, but this allows for variations specific to your use case.
 

docs/DeploymentGuide.md

@@ -399,7 +399,7 @@ When creating your environment name, follow these rules:
         ```
 
 2. **Add Authentication Provider**  
-    - Follow steps in [App Authentication](./ConfigureAppAuthentication.md) to configure authenitcation in app service. Note that Authentication changes can take up to 10 minutes.  
+    - Follow steps in [App Authentication](./ConfigureAppAuthentication.md) to configure authentication in app service. Note that Authentication changes can take up to 10 minutes.  
 
 ## Deployment Success Validation
 
@@ -534,4 +534,4 @@ This will rebuild the source code, package it into a container, and push it to t
    - In the left-hand menu, select **Containers**.
    - Go to the **Environment Variables** tab.
    - Copy the necessary environment variable values and paste them into your local `.env` file.
-
+

docs/TroubleShootingSteps.md

@@ -589,4 +589,4 @@ Once your request is approved, redeploy your resource.
 </details>
 
 💡 Note: If you encounter any other issues, you can refer to the [Common Deployment Errors](https://learn.microsoft.com/en-us/azure/azure-resource-manager/troubleshooting/common-deployment-errors) documentation.
-If the problem persists, you can also raise an bug in our [MACAE Github Issues](https://github.com/microsoft/Multi-Agent-Custom-Automation-Engine-Solution-Accelerator/issues) for further support.
+If the problem persists, you can also raise an bug in our [Content Processing Github Issues](https://github.com/microsoft/content-processing-solution-accelerator/issues) for further support.