diff --git a/README.md b/README.md
index 5fa01a9..0f7e881 100644
--- a/README.md
+++ b/README.md
@@ -28,8 +28,12 @@ The work has since been extended to include the following:
 
 ## Architecture
 
+### Core pipeline
 ![](architecture.png)
 
+### UI 
+Contains the NextJS code for visualization.
+
 ## 🛠 How It Works?
 
 1. **People of BBQS** submit updates via Slack.  
@@ -40,6 +44,7 @@ The work has since been extended to include the following:
    - Calls LLM for ontology mapping.
    - Stores outputs in **CSV** + **JSON** formats.  
 5. Results are committed back to the **GitHub repository**.
+6. Visualize the data in a user friendly manner.
 
 ## 💡 What’s New in This Release?
 
@@ -56,4 +61,4 @@ The work has since been extended to include the following:
 
 
 ## License
-- MIT
\ No newline at end of file
+- MIT