diff --git a/docs/my-website/docs/caching.md b/docs/my-website/docs/caching.md
new file mode 100644
index 00000000000..16c8e686fd4
--- /dev/null
+++ b/docs/my-website/docs/caching.md
@@ -0,0 +1,42 @@
+# Caching Completion() Responses
+
+liteLLM implements exact match caching. It can be enabled by setting
+1. `litellm.caching`: When set to `True`, enables caching for all responses. Keys are the input `messages` and values store in the cache is the corresponding `response`
+
+2. `litellm.caching_with_models`: When set to `True`, enables caching on a per-model basis.Keys are the input `messages + model` and values store in the cache is the corresponding `response` 
+
+## Usage
+1. Caching - cache
+Keys in the cache are `model`, the following example will lead to a cache hit
+```python
+litellm.caching = True
+
+# Make completion calls
+response1 = completion(model="gpt-3.5-turbo", messages=[{"role": "user", "content": "Tell me a joke."}])
+response2 = completion(model="gpt-3.5-turbo", messages=[{"role": "user", "content": "Tell me a joke."}])
+
+# response1 == response2, response 1 is cached
+
+# with a diff model
+response3 = completion(model="command-nightly", messages=[{"role": "user", "content": "Tell me a joke."}])
+
+# response3 == response1 == response2, since keys are messages
+```
+
+
+2. Caching with Models - caching_with_models
+Keys in the cache are `messages + model`, the following example will not lead to a cache hit
+```python
+litellm.caching_with_models = True
+
+# Make completion calls
+response1 = completion(model="gpt-3.5-turbo", messages=[{"role": "user", "content": "Tell me a joke."}])
+response2 = completion(model="gpt-3.5-turbo", messages=[{"role": "user", "content": "Tell me a joke."}])
+# response1 == response2, response 1 is cached
+
+# with a diff model, this will call the API since the key is not cached
+response3 = completion(model="command-nightly", messages=[{"role": "user", "content": "Tell me a joke."}])
+
+# response3 != response1, since keys are messages + model
+```
+
diff --git a/docs/my-website/sidebars.js b/docs/my-website/sidebars.js
index 5f216a1d112..4b53443820a 100644
--- a/docs/my-website/sidebars.js
+++ b/docs/my-website/sidebars.js
@@ -38,6 +38,7 @@ const sidebars = {
     'token_usage',
     'stream',
     'secret',
+    'caching',
     {
       type: 'category',
       label: 'Logging & Observability',