diff --git a/cookbooks/python/openai/Data_extraction_transformation.ipynb b/cookbooks/python/openai/Data_extraction_transformation.ipynb
index 5d6999b..7fc01e3 100644
--- a/cookbooks/python/openai/Data_extraction_transformation.ipynb
+++ b/cookbooks/python/openai/Data_extraction_transformation.ipynb
@@ -793,7 +793,7 @@
"cell_type": "markdown",
"metadata": {},
"source": [
- "To recap in this cookbook we showed you how to use GPT-4o for extracting and transforming data that would otherwise be inaccessible for data analysis. If you don't need these workflows to happen in real-time, you can take advantage of OpenAI's BatchAPI to run jobs asynchronously at a much lower cost! "
+ "To recap in this cookbook we showed you how to use GPT-4o for extracting and transforming data that would otherwise be inaccessible for data analysis. If you don't need these workflows to happen in real-time, you can take advantage of [OpenAI's BatchAPI](https://platform.openai.com/docs/guides/batch/batch-api) to run jobs asynchronously at a much lower cost! "
]
}
],
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