diff --git a/cookbook/vision_RAG_pageindex.ipynb b/cookbook/vision_RAG_pageindex.ipynb
index a42fdea..d39a276 100644
--- a/cookbook/vision_RAG_pageindex.ipynb
+++ b/cookbook/vision_RAG_pageindex.ipynb
@@ -44,7 +44,7 @@
       "cell_type": "markdown",
       "metadata": {},
       "source": [
-        "> This notebook is a companion to our blog post \"[Do We Still Need OCR?](https://pageindex.ai/blog/do-we-need-ocr)\"."
+        "> Check out our blog post, \"[Do We Still Need OCR?](https://pageindex.ai/blog/do-we-need-ocr)\", for a more detailed discussion."
       ]
     },
     {