diff --git a/app-dev/app-integration-and-automation/oracle-integration-cloud/09-Automating Invoice Processing with AI Document Understanding/README.md b/app-dev/app-integration-and-automation/oracle-integration-cloud/09-Automating Invoice Processing with AI Document Understanding/README.md
index 29a43deb9..368f0c0a4 100644
--- a/app-dev/app-integration-and-automation/oracle-integration-cloud/09-Automating Invoice Processing with AI Document Understanding/README.md	
+++ b/app-dev/app-integration-and-automation/oracle-integration-cloud/09-Automating Invoice Processing with AI Document Understanding/README.md	
@@ -3,9 +3,8 @@
 Discover how Oracle Integration with AI Document Understanding Service can seamlessly automate invoice handling processes—saving time and enhancing efficiency. This demo shows how you can use AI Document Understanding service’s pretrained models to extract key information from invoices and Oracle Integration to automate approvals, handle exceptions, and create invoices in the Oracle ERP Payable Module.
 
 # Presentation
-- [OCWT25 Automating Invoice Processing with AI](app-dev\app-integration-and-automation\oracle-integration-cloud\09-Automating Invoice Processing with AI Document Understanding\files\presentation\OCWT25 Automating Invoice Processing with AI.pdf)
-
+- [OCWT25 Automating Invoice Processing with AI](./files/presentation/OCWT25%20Automating%20Invoice%20Processing%20with%20AI.pdf)
 # Demos
-- [Automate Invoice - DU Demo](app-dev\app-integration-and-automation\oracle-integration-cloud\09-Automating Invoice Processing with AI Document Understanding\files\demos\Automate Invoice - DU Demo.mp4)\
-- [Automate Invoice - OIC Demo](app-dev\app-integration-and-automation\oracle-integration-cloud\09-Automating Invoice Processing with AI Document Understanding\files\demos\Automate Invoice - OIC Demo.mp4)
+- [Automate Invoice - DU Demo](./files/demos/Automate%20Invoice%20-%20DU%20Demo.mp4)
+- [Automate Invoice - OIC Demo](./files/demos/Automate%20Invoice%20-%20OIC%20Demo.mp4)
 
diff --git a/app-dev/app-integration-and-automation/shared-assets/README.md b/app-dev/app-integration-and-automation/shared-assets/README.md
index 49bafd138..5ec3f2e7d 100644
--- a/app-dev/app-integration-and-automation/shared-assets/README.md
+++ b/app-dev/app-integration-and-automation/shared-assets/README.md
@@ -8,15 +8,15 @@ This section contains various examples related to Application Integration: demo
 
 - [Careem increases efficiency and cuts invoice process time 70% with Oracle AI](https://www.oracle.com/customers/careem-case-study/)
 
-    - Business Challenge
+    - Business Challenge: 
         Careem is a Dubai-based super app with operations in over 70 cities, covering 10 countries across the Middle East, Africa, and South Asia regions. The company was founded with a mission to simplify transportation and create earning opportunities as a ride-hailing marketplace. Careem wanted to enhance aspects of its back-end operations—such as manual invoice management—to enable greater scalability and accuracy. 
-    - Results
+    - Results: 
         The adoption of Oracle’s AI-powered invoice automation solution has transformed Careem Groceries’ operations, unlocking new opportunities to innovate.
         - Cut invoice processing time by 70%, from 3 minutes to under 1 minute, freeing over 332 hours monthly
         - Reduced errors while enhancing accuracy and compliance
         - Handle more than 10,000 invoices per month and scale 37% more volume without additional staff
         - Automate workflows and simplify scalability, strengthening Careem’s position in Dubai’s Q-commerce market
-    - Oracle Solutions
+    - Oracle Solutions: 
         - Oracle Integration
         - Oracle Cloud Infrastructure Document Understanding
         - Oracle Autonomous Transaction Processing