diff --git a/docs/my-website/docs/proxy/quick_start.md b/docs/my-website/docs/proxy/quick_start.md
index d74de240d6..f6775bf411 100644
--- a/docs/my-website/docs/proxy/quick_start.md
+++ b/docs/my-website/docs/proxy/quick_start.md
@@ -114,6 +114,40 @@ response = chat(messages)
 print(response)
 ```
 
+</TabItem>
+<TabItem value="langchain-embedding" label="Langchain Embeddings">
+
+```python
+from langchain.embeddings import OpenAIEmbeddings
+
+embeddings = OpenAIEmbeddings(model="sagemaker-embeddings", openai_api_base="http://0.0.0.0:8000", openai_api_key="temp-key")
+
+
+text = "This is a test document."
+
+query_result = embeddings.embed_query(text)
+
+print(f"SAGEMAKER EMBEDDINGS")
+print(query_result[:5])
+
+embeddings = OpenAIEmbeddings(model="bedrock-embeddings", openai_api_base="http://0.0.0.0:8000", openai_api_key="temp-key")
+
+text = "This is a test document."
+
+query_result = embeddings.embed_query(text)
+
+print(f"BEDROCK EMBEDDINGS")
+print(query_result[:5])
+
+embeddings = OpenAIEmbeddings(model="bedrock-titan-embeddings", openai_api_base="http://0.0.0.0:8000", openai_api_key="temp-key")
+
+text = "This is a test document."
+
+query_result = embeddings.embed_query(text)
+
+print(f"TITAN EMBEDDINGS")
+print(query_result[:5])
+```
 </TabItem>
 </Tabs>