diff --git a/docs/my-website/docs/providers/triton-inference-server.md b/docs/my-website/docs/providers/triton-inference-server.md
new file mode 100644
index 00000000000..aacc46a3992
--- /dev/null
+++ b/docs/my-website/docs/providers/triton-inference-server.md
@@ -0,0 +1,95 @@
+import Tabs from '@theme/Tabs';
+import TabItem from '@theme/TabItem';
+
+# Triton Inference Server
+
+LiteLLM supports Embedding Models on Triton Inference Servers
+
+
+## Usage
+
+<Tabs>
+<TabItem value="sdk" label="SDK">
+
+
+### Example Call
+
+Use the `triton/` prefix to route to triton server
+```python
+from litellm import embedding
+import os
+
+response = await litellm.aembedding(
+    model="triton/<your-triton-model>",                                                       
+    api_base="https://your-triton-api-base/triton/embeddings", # /embeddings endpoint you want litellm to call on your server
+    input=["good morning from litellm"],
+)
+```
+
+</TabItem>
+<TabItem value="proxy" label="PROXY">
+
+1. Add models to your config.yaml
+
+  ```yaml
+  model_list:
+    - model_name: my-triton-model
+      litellm_params:
+        model: triton/<your-triton-model>"
+        api_base: https://your-triton-api-base/triton/embeddings
+  ```
+
+
+2. Start the proxy 
+
+  ```bash
+  $ litellm --config /path/to/config.yaml --detailed_debug
+  ```
+
+3. Send Request to LiteLLM Proxy Server
+
+  <Tabs>
+
+  <TabItem value="openai" label="OpenAI Python v1.0.0+">
+
+    ```python
+    import openai
+    from openai import OpenAI
+
+    # set base_url to your proxy server
+    # set api_key to send to proxy server
+    client = OpenAI(api_key="<proxy-api-key>", base_url="http://0.0.0.0:4000")
+
+    response = client.embeddings.create(
+        input=["hello from litellm"],
+        model="my-triton-model"
+    )
+
+    print(response)
+
+    ```
+
+  </TabItem>
+
+  <TabItem value="curl" label="curl">
+
+  `--header` is optional, only required if you're using litellm proxy with Virtual Keys
+
+    ```shell
+    curl --location 'http://0.0.0.0:4000/embeddings' \
+    --header 'Content-Type: application/json' \
+    --header 'Authorization: Bearer sk-1234' \
+    --data ' {
+    "model": "my-triton-model",
+    "input": ["write a litellm poem"]
+    }'
+
+    ```
+  </TabItem>
+
+  </Tabs>
+
+
+</TabItem>
+
+</Tabs>
diff --git a/docs/my-website/sidebars.js b/docs/my-website/sidebars.js
index 4ce58708053..3bb5dc88e50 100644
--- a/docs/my-website/sidebars.js
+++ b/docs/my-website/sidebars.js
@@ -134,6 +134,7 @@ const sidebars = {
         "providers/huggingface", 
         "providers/watsonx",
         "providers/predibase",
+        "providers/triton-inference-server",
         "providers/ollama", 
         "providers/perplexity", 
         "providers/groq",