diff --git a/docs/modules/llms/integrations/promptlayer_openai.ipynb b/docs/modules/llms/integrations/promptlayer_openai.ipynb
index b18b9ebd..a50d6670 100644
--- a/docs/modules/llms/integrations/promptlayer_openai.ipynb
+++ b/docs/modules/llms/integrations/promptlayer_openai.ipynb
@@ -11,6 +11,82 @@
     "This example showcases how to connect to [PromptLayer](https://www.promptlayer.com) to start recording your OpenAI requests."
    ]
   },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "id": "6a45943e",
+   "metadata": {},
+   "source": [
+    "## Install PromptLayer\n",
+    "The `promptlayer` package is required to use PromptLayer with OpenAI. Install `promptlayer` using pip."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "dbe09bd8",
+   "metadata": {
+    "vscode": {
+     "languageId": "powershell"
+    }
+   },
+   "outputs": [],
+   "source": [
+    "pip install promptlayer"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "536c1dfa",
+   "metadata": {},
+   "source": [
+    "## Imports"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "c16da3b5",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import os\n",
+    "from langchain.llms import PromptLayerOpenAI\n",
+    "import promptlayer"
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "id": "8564ce7d",
+   "metadata": {},
+   "source": [
+    "## Set the Environment API Key\n",
+    "You can create a PromptLayer API Key at [wwww.promptlayer.com](https://ww.promptlayer.com) by clicking the settings cog in the navbar.\n",
+    "\n",
+    "Set it as an environment variable called `PROMPTLAYER_API_KEY`."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "46ba25dc",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "os.environ[\"PROMPTLAYER_API_KEY\"] = \"********\""
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "id": "bf0294de",
+   "metadata": {},
+   "source": [
+    "## Use the PromptLayerOpenAI LLM like normal\n",
+    "*You can optionally pass in `pl_tags` to track your requests with PromptLayer's tagging feature.*"
+   ]
+  },
   {
    "cell_type": "code",
    "execution_count": 4,
@@ -29,26 +105,23 @@
     }
    ],
    "source": [
-    "from langchain.llms import PromptLayerOpenAI\n",
-    "import promptlayer\n",
-    "import os\n",
-    "\n",
-    "# Set up API keys, you can get a promptlayer api key here: https://promptlayer.com/\n",
-    "os.environ[\"OPENAI_API_KEY\"] = \"YOUR_OPENAI_API_KEY\"\n",
-    "promptlayer.api_key = \"YOUR_PROMPTLAYER_API_KEY\"\n",
-    "\n",
-    "# Optionally pass in pl_tags to track your requests\n",
     "llm = PromptLayerOpenAI(pl_tags=[\"langchain\"])\n",
-    "\n",
     "llm(\"I am a cat and I want\")"
    ]
   },
   {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "ae4559c7",
+   "attachments": {},
+   "cell_type": "markdown",
+   "id": "a2d76826",
+   "metadata": {},
+   "source": [
+    "**The above request should now appear on your [PromptLayer dashboard](https://ww.promptlayer.com).**"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "05e9e2fe",
    "metadata": {},
-   "outputs": [],
    "source": []
   }
  ],
@@ -68,7 +141,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.8.8"
+   "version": "3.8.8 (default, Apr 13 2021, 12:59:45) \n[Clang 10.0.0 ]"
   },
   "vscode": {
    "interpreter": {