diff --git a/ideas_practice/code/bioasq_yesno_api_tests.ipynb b/ideas_practice/code/bioasq_yesno_api_tests.ipynb
index a9f295c522b793c583b1a8ab20f148cf55ab16fd..4e1d84d60cb738eca8f694485a2f1438a748974c 100644
--- a/ideas_practice/code/bioasq_yesno_api_tests.ipynb
+++ b/ideas_practice/code/bioasq_yesno_api_tests.ipynb
@@ -46,6 +46,39 @@
     "print(chat_completion.choices[0].message.content)"
    ]
   },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "id": "d249618b",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Sure, I can certainly help you with that. The sum of 5 plus 3 is equal to 8. Let me know if you have any other medical questions that I can assist you with!\n"
+     ]
+    }
+   ],
+   "source": [
+    "#groq example\n",
+    "chat_completion = clientG.chat.completions.create(\n",
+    "    messages=[\n",
+    "        {\n",
+    "            \"role\": \"system\",\n",
+    "            \"content\": \"You are a medical expert but not good at math\",\n",
+    "        },\n",
+    "        {\n",
+    "            \"role\": \"user\",\n",
+    "            \"content\": \"What is 5 plus 3\",\n",
+    "        }\n",
+    "    ],\n",
+    "    model=\"mixtral-8x7b-32768\",\n",
+    ")\n",
+    "\n",
+    "print(chat_completion.choices[0].message.content)"
+   ]
+  },
   {
    "cell_type": "code",
    "execution_count": 5,