diff --git a/book/llm/Chapter.ipynb b/book/llm/Chapter.ipynb
index 692e48b..9e3303a 100644
--- a/book/llm/Chapter.ipynb
+++ b/book/llm/Chapter.ipynb
@@ -335,6 +335,67 @@
     "generator = outlines.generate.choice(model, [\"Positive\", \"Negative\"])\n",
     "answer = generator(prompt)"
    ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Evaluating RAG Pipelines with `Ragas`"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "How do you evaluate your RAG application?\n",
+    "\n",
+    "Sure, you can look manually over your responses and see if it's what you want.\n",
+    "\n",
+    "But, it's not scalable.\n",
+    "\n",
+    "Instead, use `Ragas` in Python.\n",
+    "\n",
+    "`Ragas` is a library providing evaluation techniques and metrics for your RAG pipeline like Context Precision/Recall, Faithfulness and answer relevancy.\n",
+    "\n",
+    "See below how easy it is to run `Ragas`."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "!pip install ragas"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "\n",
+    "from datasets import Dataset \n",
+    "import os\n",
+    "from ragas import evaluate\n",
+    "from ragas.metrics import faithfulness, answer_correctness\n",
+    "\n",
+    "os.environ[\"OPENAI_API_KEY\"] = \"your-openai-key\"\n",
+    "\n",
+    "data_samples = {\n",
+    "    'question': ['When was the first super bowl?', 'Who won the most super bowls?'],\n",
+    "    'answer': ['The first superbowl was held on Jan 15, 1967', 'The most super bowls have been won by The New England Patriots'],\n",
+    "    'contexts' : [['The First AFL–NFL World Championship Game was an American football game played on January 15, 1967, at the Los Angeles Memorial Coliseum in Los Angeles,'], \n",
+    "    ['The Green Bay Packers...Green Bay, Wisconsin.','The Packers compete...Football Conference']],\n",
+    "    'ground_truth': ['The first superbowl was held on January 15, 1967', 'The New England Patriots have won the Super Bowl a record six times']\n",
+    "}\n",
+    "\n",
+    "dataset = Dataset.from_dict(data_samples)\n",
+    "\n",
+    "score = evaluate(dataset,metrics=[faithfulness,answer_correctness])\n",
+    "score.to_pandas()"
+   ]
   }
  ],
  "metadata": {