diff --git a/docs/docs/integrations/adapters/openai.ipynb b/docs/docs/integrations/adapters/openai.ipynb
index 8fd2c5214c767f0..3d57534e3f3ea57 100644
--- a/docs/docs/integrations/adapters/openai.ipynb
+++ b/docs/docs/integrations/adapters/openai.ipynb
@@ -33,7 +33,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 29,
+   "execution_count": 2,
    "id": "1d22eb61",
    "metadata": {},
    "outputs": [],
@@ -51,26 +51,29 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 15,
+   "execution_count": 3,
    "id": "012d81ae",
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "{'role': 'assistant', 'content': 'Hello! How can I assist you today?'}"
+       "{'content': 'Hello! How can I assist you today?',\n",
+       " 'role': 'assistant',\n",
+       " 'function_call': None,\n",
+       " 'tool_calls': None}"
       ]
      },
-     "execution_count": 15,
+     "execution_count": 3,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
-    "result = openai.ChatCompletion.create(\n",
+    "result = openai.chat.completions.create(\n",
     "    messages=messages, model=\"gpt-3.5-turbo\", temperature=0\n",
     ")\n",
-    "result[\"choices\"][0][\"message\"].to_dict_recursive()"
+    "result.choices[0].message.model_dump()"
    ]
   },
   {
@@ -83,26 +86,48 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 17,
+   "execution_count": 4,
    "id": "c67a5ac8",
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "{'role': 'assistant', 'content': 'Hello! How can I assist you today?'}"
+       "{'role': 'assistant', 'content': 'Hello! How can I help you today?'}"
       ]
      },
-     "execution_count": 17,
+     "execution_count": 4,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
-    "lc_result = lc_openai.ChatCompletion.create(\n",
+    "lc_result = lc_openai.chat.completions.create(\n",
     "    messages=messages, model=\"gpt-3.5-turbo\", temperature=0\n",
     ")\n",
-    "lc_result[\"choices\"][0][\"message\"]"
+    "\n",
+    "lc_result.choices[0].message  # Attribute access"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "id": "37a6e461-8608-47f6-ac45-12ad753c062a",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "{'role': 'assistant', 'content': 'Hello! How can I help you today?'}"
+      ]
+     },
+     "execution_count": 5,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "lc_result[\"choices\"][0][\"message\"]  # Also compatible with index access"
    ]
   },
   {
@@ -115,26 +140,26 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 19,
+   "execution_count": 6,
    "id": "f7c94827",
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "{'role': 'assistant', 'content': ' Hello!'}"
+       "{'role': 'assistant', 'content': 'Hello! How can I assist you today?'}"
       ]
      },
-     "execution_count": 19,
+     "execution_count": 6,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
-    "lc_result = lc_openai.ChatCompletion.create(\n",
+    "lc_result = lc_openai.chat.completions.create(\n",
     "    messages=messages, model=\"claude-2\", temperature=0, provider=\"ChatAnthropic\"\n",
     ")\n",
-    "lc_result[\"choices\"][0][\"message\"]"
+    "lc_result.choices[0].message"
    ]
   },
   {
@@ -155,7 +180,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 24,
+   "execution_count": 7,
    "id": "fd8cb1ea",
    "metadata": {},
    "outputs": [
@@ -163,25 +188,25 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "{'role': 'assistant', 'content': ''}\n",
-      "{'content': 'Hello'}\n",
-      "{'content': '!'}\n",
-      "{'content': ' How'}\n",
-      "{'content': ' can'}\n",
-      "{'content': ' I'}\n",
-      "{'content': ' assist'}\n",
-      "{'content': ' you'}\n",
-      "{'content': ' today'}\n",
-      "{'content': '?'}\n",
-      "{}\n"
+      "{'content': '', 'function_call': None, 'role': 'assistant', 'tool_calls': None}\n",
+      "{'content': 'Hello', 'function_call': None, 'role': None, 'tool_calls': None}\n",
+      "{'content': '!', 'function_call': None, 'role': None, 'tool_calls': None}\n",
+      "{'content': ' How', 'function_call': None, 'role': None, 'tool_calls': None}\n",
+      "{'content': ' can', 'function_call': None, 'role': None, 'tool_calls': None}\n",
+      "{'content': ' I', 'function_call': None, 'role': None, 'tool_calls': None}\n",
+      "{'content': ' assist', 'function_call': None, 'role': None, 'tool_calls': None}\n",
+      "{'content': ' you', 'function_call': None, 'role': None, 'tool_calls': None}\n",
+      "{'content': ' today', 'function_call': None, 'role': None, 'tool_calls': None}\n",
+      "{'content': '?', 'function_call': None, 'role': None, 'tool_calls': None}\n",
+      "{'content': None, 'function_call': None, 'role': None, 'tool_calls': None}\n"
      ]
     }
    ],
    "source": [
-    "for c in openai.ChatCompletion.create(\n",
+    "for c in openai.chat.completions.create(\n",
     "    messages=messages, model=\"gpt-3.5-turbo\", temperature=0, stream=True\n",
     "):\n",
-    "    print(c[\"choices\"][0][\"delta\"].to_dict_recursive())"
+    "    print(c.choices[0].delta.model_dump())"
    ]
   },
   {
@@ -194,7 +219,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 30,
+   "execution_count": 8,
    "id": "9521218c",
    "metadata": {},
    "outputs": [
@@ -217,10 +242,10 @@
     }
    ],
    "source": [
-    "for c in lc_openai.ChatCompletion.create(\n",
+    "for c in lc_openai.chat.completions.create(\n",
     "    messages=messages, model=\"gpt-3.5-turbo\", temperature=0, stream=True\n",
     "):\n",
-    "    print(c[\"choices\"][0][\"delta\"])"
+    "    print(c.choices[0].delta)"
    ]
   },
   {
@@ -233,7 +258,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 31,
+   "execution_count": 9,
    "id": "68f0214e",
    "metadata": {},
    "outputs": [
@@ -241,14 +266,22 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "{'role': 'assistant', 'content': ' Hello'}\n",
+      "{'role': 'assistant', 'content': ''}\n",
+      "{'content': 'Hello'}\n",
       "{'content': '!'}\n",
+      "{'content': ' How'}\n",
+      "{'content': ' can'}\n",
+      "{'content': ' I'}\n",
+      "{'content': ' assist'}\n",
+      "{'content': ' you'}\n",
+      "{'content': ' today'}\n",
+      "{'content': '?'}\n",
       "{}\n"
      ]
     }
    ],
    "source": [
-    "for c in lc_openai.ChatCompletion.create(\n",
+    "for c in lc_openai.chat.completions.create(\n",
     "    messages=messages,\n",
     "    model=\"claude-2\",\n",
     "    temperature=0,\n",
@@ -275,7 +308,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.10.12"
+   "version": "3.11.5"
   }
  },
  "nbformat": 4,