diff --git a/docs/docs/integrations/llms/watsonxllm.ipynb b/docs/docs/integrations/llms/watsonxllm.ipynb
index be5d0841cd..f0b142cf96 100644
--- a/docs/docs/integrations/llms/watsonxllm.ipynb
+++ b/docs/docs/integrations/llms/watsonxllm.ipynb
@@ -176,7 +176,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": 3,
    "id": "c7d80c05",
    "metadata": {},
    "outputs": [],
@@ -197,17 +197,18 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": 4,
    "id": "dc076c56",
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "'How many breeds of dog are there?'"
+       "{'topic': 'dog',\n",
+       " 'text': 'What is the name of the dog that is the most popular in the world?'}"
       ]
      },
-     "execution_count": 5,
+     "execution_count": 4,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -216,7 +217,7 @@
     "from langchain.chains import LLMChain\n",
     "\n",
     "llm_chain = LLMChain(prompt=prompt, llm=watsonx_llm)\n",
-    "llm_chain.run(\"dog\")"
+    "llm_chain.invoke(\"dog\")"
    ]
   },
   {
@@ -248,7 +249,7 @@
    "source": [
     "# Calling a single prompt\n",
     "\n",
-    "watsonx_llm(\"Who is man's best friend?\")"
+    "watsonx_llm.invoke(\"Who is man's best friend?\")"
    ]
   },
   {
@@ -327,7 +328,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.9.18"
+   "version": "3.10.13"
   }
  },
  "nbformat": 4,