diff --git a/docs/docs/tutorials/llm_chain.ipynb b/docs/docs/tutorials/llm_chain.ipynb
index db837dad56b97..b2199b6acc425 100644
--- a/docs/docs/tutorials/llm_chain.ipynb
+++ b/docs/docs/tutorials/llm_chain.ipynb
@@ -23,7 +23,7 @@
     "\n",
     "- Using [language models](/docs/concepts/chat_models)\n",
     "\n",
-    "- Using [PromptTemplates](/docs/concepts/prompt_templates) and [OutputParsers](/docs/concepts/output_parsers)\n",
+    "- Using [Prompt Templates](/docs/concepts/prompt_templates) and [Output Parsers](/docs/concepts/output_parsers)\n",
     "\n",
     "- Using [LangChain Expression Language (LCEL)](/docs/concepts/lcel) to chain components together\n",
     "\n",
@@ -164,7 +164,7 @@
    "id": "32bd03ed",
    "metadata": {},
    "source": [
-    "## OutputParsers\n",
+    "## Output Parsers\n",
     "\n",
     "Notice that the response from the model is an `AIMessage`. This contains a string response along with other metadata about the response. Oftentimes we may just want to work with the string response. We can parse out just this response by using a simple output parser.\n",
     "\n",
@@ -530,8 +530,8 @@
     "\n",
     "### Client\n",
     "\n",
-    "Now let's set up a client for programmatically interacting with our service. We can easily do this with the [langserve.RemoteRunnable](/docs/langserve/#client).\n",
-    "Using this, we can interact with the served chain as if it were running client-side."
+    "Now let's set up a client for programmatically interacting with our service. We can easily do this with the [RemoteRunnable](/docs/langserve/#client) class from LangServe.\n",
+    "Using this, we can interact with the served chain as if we were running it from the client-side."
    ]
   },
   {