diff --git a/README.md b/README.md
index 2294f96b3..a072c7766 100644
--- a/README.md
+++ b/README.md
@@ -104,7 +104,7 @@ haystack-api_1   | [2021-01-01 10:21:58 +0000] [17] [INFO] Application startup c
 
 You should see the following:
 
-<img src="https://raw.githubusercontent.com/deepset/haystack/revamp_readme/docs/_src/img/streamlit_ui_screenshot.png"/>
+![image](https://github.com/deepset-ai/haystack/blob/master/docs/_src/img/streamlit_ui_screenshot.png)
 
 You can then try different queries against a pre-defined set of indexed articles related to Game of Thrones.
 
@@ -152,7 +152,7 @@ On Windows you might need:
 
 ## Key Components
 
-![image](https://github.com/deepset-ai/haystack/blob/master/docs/_src/img/streamlit_ui_screenshot.png)
+![image](https://raw.githubusercontent.com/deepset-ai/haystack/master/docs/_src/img/concepts_haystack_handdrawn.png)
 
 1.  **FileConverter**: Extracts pure text from files (pdf, docx, pptx, html and many more).
 2.  **PreProcessor**: Cleans and splits texts into smaller chunks.