diff --git a/website/docs/Examples/AutoGen-AgentChat.md b/website/docs/Examples/AutoGen-AgentChat.md
index 5e5af4b6eaa7..9d29081caefa 100644
--- a/website/docs/Examples/AutoGen-AgentChat.md
+++ b/website/docs/Examples/AutoGen-AgentChat.md
@@ -23,6 +23,7 @@ Links to notebook examples:
 
    - Automated Chess Game Playing & Chitchatting by GPT-4 Agents - [View Notebook](https://github.com/microsoft/autogen/blob/main/notebook/agentchat_chess.ipynb)
    - Automated Continual Learning from New Data - [View Notebook](https://github.com/microsoft/autogen/blob/main/notebook/agentchat_stream.ipynb)
+   - [OptiGuide](https://github.com/microsoft/optiguide) - Large Language Models for Supply Chain Optimization.
 
 4. **Tool Use**
 
diff --git a/website/docs/Use-Cases/agent_chat.md b/website/docs/Use-Cases/agent_chat.md
index 4267e85fd655..9062c1b36902 100644
--- a/website/docs/Use-Cases/agent_chat.md
+++ b/website/docs/Use-Cases/agent_chat.md
@@ -99,6 +99,7 @@ The figure below shows six examples of applications built using AutoGen.
 
    - Automated Chess Game Playing & Chitchatting by GPT-4 Agents - [View Notebook](https://github.com/microsoft/autogen/blob/main/notebook/agentchat_chess.ipynb)
    - Automated Continual Learning from New Data - [View Notebook](https://github.com/microsoft/autogen/blob/main/notebook/agentchat_stream.ipynb)
+   - [OptiGuide](https://github.com/microsoft/optiguide) - Large Language Models for Supply Chain Optimization.
 
 4. **Tool Use**