diff --git a/README.md b/README.md
index b984bcc..4cc2697 100644
--- a/README.md
+++ b/README.md
@@ -10,8 +10,11 @@ Bleep out keywords of your choice from an mp4 by leveraging a transcription mode
 
 All processing is performed locally - see the streamlit app (setup below) and detailed walkthrough notebook (see `beep_that_sht_walkthrough.ipynb`) to play / see nitty gritty details.  Click [![HuggingFace Space](https://img.shields.io/badge/🤗-HuggingFace%20Space-cyan.svg)](https://huggingface.co/spaces/neonwatty/bleep_that_sht) to try out this toy app directly in your browser.  WARNING: the machine this Space is running on is pretty small - so use it to try out shorter (<2min) videos.
 
-An example - below is a short clip we'll bleep out some words from using the pipeline in this repo.  (make sure to turn on audio - its off by default)
+Some examples of the end product (make sure to turn volume on, its off by default).
 
+https://github.com/user-attachments/assets/da50f8a9-27ba-4747-92e0-72a25e65175c
+
+Let's look more closely at the last example above - below is a short clip we'll bleep out some words from using the pipeline in this repo.  (make sure to turn on audio - its off by default)
 
 https://github.com/neonwatty/bleep_that_sht/assets/16326421/fb8568fe-aba0-49e2-a563-642d658c0651
 
@@ -22,7 +25,6 @@ Now the same clip with the words - "treetz", "ice", "cream", "chocolate", "syrup
 https://github.com/neonwatty/bleep_that_sht/assets/16326421/63ebd7a0-46f6-4efd-80ea-20512ff427c0
 
 
-
 ## Install instructions
 
 To get setup to run the notebook / bleep your own videos / run the strealit demo first install the requirements for this project by pasting the below in your terminal.