diff --git a/docs/docs/use_cases/code_understanding.ipynb b/docs/docs/use_cases/code_understanding.ipynb
index 317838d05a1..d3da700c936 100644
--- a/docs/docs/use_cases/code_understanding.ipynb
+++ b/docs/docs/use_cases/code_understanding.ipynb
@@ -17,7 +17,7 @@
     "\n",
     "## Use case\n",
     "\n",
-    "Source code analysis is one of the most popular LLM applications (e.g., [GitHub Co-Pilot](https://github.com/features/copilot), [Code Interpreter](https://chat.openai.com/auth/login?next=%2F%3Fmodel%3Dgpt-4-code-interpreter), [Codium](https://www.codium.ai/), and [Codeium](https://codeium.com/about)) for use-cases such as:\n",
+    "Source code analysis is one of the most popular LLM applications (e.g., [GitHub Copilot](https://github.com/features/copilot), [Code Interpreter](https://chat.openai.com/auth/login?next=%2F%3Fmodel%3Dgpt-4-code-interpreter), [Codium](https://www.codium.ai/), and [Codeium](https://codeium.com/about)) for use-cases such as:\n",
     "\n",
     "- Q&A over the code base to understand how it works\n",
     "- Using LLMs for suggesting refactors or improvements\n",