diff --git a/docs/docs/integrations/text_embedding/jina.ipynb b/docs/docs/integrations/text_embedding/jina.ipynb
index b211ecff101..e77fe213d30 100644
--- a/docs/docs/integrations/text_embedding/jina.ipynb
+++ b/docs/docs/integrations/text_embedding/jina.ipynb
@@ -5,9 +5,15 @@
    "id": "1c0cf975",
    "metadata": {},
    "source": [
-    "# Jina\n",
-    "\n",
-    "Let's load the Jina Embedding class."
+    "# Jina"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "da922b13-eaa8-4cdc-98dd-cf8f3d2e6ffa",
+   "metadata": {},
+   "source": [
+    "Install requirements"
    ]
   },
   {
@@ -20,6 +26,14 @@
     "pip install -U langchain-community"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "id": "7911b286-130d-4971-b77c-7c7a077115b6",
+   "metadata": {},
+   "source": [
+    "Import libraries"
+   ]
+  },
   {
    "cell_type": "code",
    "execution_count": null,
@@ -34,6 +48,14 @@
     "from PIL import Image"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "id": "59aa1c02-1216-43eb-8473-8e0468f0ddb6",
+   "metadata": {},
+   "source": [
+    "## Embed text and queries with Jina embedding models through JinaAI API"
+   ]
+  },
   {
    "cell_type": "code",
    "execution_count": null,
@@ -43,9 +65,7 @@
    "source": [
     "text_embeddings = JinaEmbeddings(\n",
     "    jina_api_key=\"jina_*\", model_name=\"jina-embeddings-v2-base-en\"\n",
-    ")\n",
-    "\n",
-    "image_embeddings = JinaEmbeddings(jina_api_key=\"jina_*\", model_name=\"jina-clip-v1\")"
+    ")"
    ]
   },
   {
@@ -55,15 +75,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "text = \"This is a test document.\"\n",
-    "\n",
-    "image = \"https://avatars.githubusercontent.com/u/126733545?v=4\"\n",
-    "\n",
-    "description = \"Logo of a parrot and a chain on green background\"\n",
-    "\n",
-    "im = Image.open(requests.get(image, stream=True).raw)\n",
-    "print(\"Image:\")\n",
-    "display(im)"
+    "text = \"This is a test document.\""
    ]
   },
   {
@@ -106,6 +118,40 @@
     "print(doc_result)"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "id": "338ea747-040e-4ed4-8ddf-9b2285987885",
+   "metadata": {},
+   "source": [
+    "## Embed images and queries with Jina CLIP through JinaAI API"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "575b5867-59fb-4fd1-911b-afee2eaca088",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "multimodal_embeddings = JinaEmbeddings(jina_api_key=\"jina_*\", model_name=\"jina-clip-v1\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "a9b335f5-fa99-4931-95f6-7b187c0e2f30",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "image = \"https://avatars.githubusercontent.com/u/126733545?v=4\"\n",
+    "\n",
+    "description = \"Logo of a parrot and a chain on green background\"\n",
+    "\n",
+    "im = Image.open(requests.get(image, stream=True).raw)\n",
+    "print(\"Image:\")\n",
+    "display(im)"
+   ]
+  },
   {
    "cell_type": "code",
    "execution_count": null,
@@ -113,7 +159,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "image_result = image_embeddings.embed_images([image])"
+    "image_result = multimodal_embeddings.embed_images([image])"
    ]
   },
   {
@@ -133,7 +179,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "description_result = image_embeddings.embed_documents([description])"
+    "description_result = multimodal_embeddings.embed_documents([description])"
    ]
   },
   {
@@ -167,14 +213,6 @@
    "source": [
     "print(cosine_similarity)"
    ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "7f280807-a02b-4d4e-8ebd-01be33117999",
-   "metadata": {},
-   "outputs": [],
-   "source": []
   }
  ],
  "metadata": {
@@ -193,7 +231,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.12.2"
+   "version": "3.9.13"
   }
  },
  "nbformat": 4,