diff --git a/examples/multimodal/multimodal_rag_ppt.ipynb b/examples/multimodal/multimodal_rag_slide_deck.ipynb
similarity index 99%
rename from examples/multimodal/multimodal_rag_ppt.ipynb
rename to examples/multimodal/multimodal_rag_slide_deck.ipynb
index 3364441..8b6a060 100644
--- a/examples/multimodal/multimodal_rag_ppt.ipynb
+++ b/examples/multimodal/multimodal_rag_slide_deck.ipynb
@@ -928,7 +928,8 @@
    "mimetype": "text/x-python",
    "name": "python",
    "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython3"
+   "pygments_lexer": "ipython3",
+   "version": "3.10.8"
   }
  },
  "nbformat": 4,
diff --git a/examples/multimodal/multimodal_rag_slide_deck_img.png b/examples/multimodal/multimodal_rag_slide_deck_img.png
new file mode 100644
index 0000000..7f29026
Binary files /dev/null and b/examples/multimodal/multimodal_rag_slide_deck_img.png differ