diff --git a/README.md b/README.md
index b2fc97d..71bc930 100644
--- a/README.md
+++ b/README.md
@@ -105,6 +105,7 @@ Built on Cloudflare Workers + D1 + R2, with GitHub OAuth and a React 19 frontend
| Video | Description |
|---|---|
+|
| **[Exploring Mozilla Common Voice with Common Voice Explorer](https://www.youtube.com/watch?v=8IScEH0ZJxA)**
Introducing Common Voice Explorer โ browse and listen to 1.8M+ real voice clips from the Mozilla Common Voice dataset. |
|
| **[Testing Pipecat Smart Turn with WaveKat Lab](https://www.youtube.com/watch?v=_dRgH6FZRpM)**
Visual test of Pipecat Smart Turn v3 โ live recording and VAD-gated pipeline mode simulating production workflows. |
|
| **[Adding FireRedVAD as the 4th backend](https://www.youtube.com/watch?v=j2KkhpFRKaY)**
Benchmarking Xiaohongshu's FireRedVAD against Silero, TEN VAD, and WebRTC across accuracy and latency. |
|
| **[VAD Lab: Real-time multi-backend comparison](https://www.youtube.com/watch?v=450O3w9c-e8)**
Live demo of VAD Lab comparing WebRTC, Silero, and TEN VAD side by side with real-time waveform visualization. |
diff --git a/tools/cv-explorer/README.md b/tools/cv-explorer/README.md
index 7a0df83..0240deb 100644
--- a/tools/cv-explorer/README.md
+++ b/tools/cv-explorer/README.md
@@ -1,7 +1,11 @@
-# CV Explorer
+# Common Voice Explorer
A web app for browsing and playing audio clips from the [Mozilla Common Voice](https://commonvoice.mozilla.org) dataset. Filter by locale, split, demographics, and more.
+## Demo
+
+๐ [https://commonvoice-explorer.wavekat.com](https://commonvoice-explorer.wavekat.com) ยท [Watch on YouTube](https://youtu.be/8IScEH0ZJxA)
+
## Architecture
```