diff --git a/README.md b/README.md
index aadadc2..060344e 100644
--- a/README.md
+++ b/README.md
@@ -1,7 +1,7 @@
 # Tempo AI Knowledge Base
 
 The AI Knowledge Base (AIKB) will be a one-stop-shop for ALL information retrieval across all Tempo products.
-The application is deployed as both a web app (using Streamlit) and a Slack app. See end to end application diagram below
+The application is deployed as both a web app (using Streamlit) and a Slack app. See end to end implementation diagram below:
 
 
 ![end to end](./app_images/tempo-kb.png)