From c60da32de8a5bf50e11e2d71ada92a9e76174f74 Mon Sep 17 00:00:00 2001
From: Paul Cornell <paul@unstructured.io>
Date: Fri, 10 Oct 2025 17:34:44 -0700
Subject: [PATCH] Link to embeddings explainer video

---
 ui/embedding.mdx | 10 ++++++++++
 1 file changed, 10 insertions(+)

diff --git a/ui/embedding.mdx b/ui/embedding.mdx
index 830ed4e6..c4d42f20 100644
--- a/ui/embedding.mdx
+++ b/ui/embedding.mdx
@@ -2,6 +2,16 @@
 title: Embedding
 ---
 
+<iframe
+  width="560"
+  height="315"
+  src="https://www.youtube.com/embed/CYSviKxwjuI"
+  title="YouTube video player"
+  frameborder="0"
+  allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture"
+  allowfullscreen
+></iframe>
+
 After partitioning, chunking, and summarizing, the _embedding_ step creates arrays of numbers 
 known as _vectors_, representing the text that is extracted by Unstructured. 
 These vectors are stored or _embedded_ next to the text itself. These vector embeddings are generated by an