diff --git a/docs/src/examples/langchain.md b/docs/src/examples/langchain.md
index 74f9ebf3..955d7fd9 100644
--- a/docs/src/examples/langchain.md
+++ b/docs/src/examples/langchain.md
@@ -4,4 +4,4 @@
-This example is in a [notebook](https://github.com/lancedb/lancedb/blob/main/notebooks/code_qa_bot.ipynb)
+This example is in a [notebook](https://github.com/lancedb/lancedb/blob/main/docs/src/notebooks/code_qa_bot.ipynb)
diff --git a/docs/src/examples/multimodal_search.md b/docs/src/examples/multimodal_search.md
new file mode 100644
index 00000000..1665d802
--- /dev/null
+++ b/docs/src/examples/multimodal_search.md
@@ -0,0 +1,7 @@
+# Image multimodal search
+
+## Search through an image dataset using natural language, full text and SQL
+
+
+
+This example is in a [notebook](https://github.com/lancedb/lancedb/blob/main/docs/src/notebooks/multimodal_search.ipynb)
diff --git a/docs/src/examples/youtube_transcript_search.md b/docs/src/examples/youtube_transcript_search.md
index 82d71b8b..8afa8101 100644
--- a/docs/src/examples/youtube_transcript_search.md
+++ b/docs/src/examples/youtube_transcript_search.md
@@ -4,4 +4,4 @@
-This example is in a [notebook](https://github.com/lancedb/lancedb/blob/main/notebooks/youtube_transcript_search.ipynb)
+This example is in a [notebook](https://github.com/lancedb/lancedb/blob/main/docs/src/notebooks/youtube_transcript_search.ipynb)