diff --git a/README.md b/README.md
index 67986cd5bf..9e15e8b33c 100644
--- a/README.md
+++ b/README.md
@@ -6,7 +6,12 @@ The torchao package contains apis and workflows used to apply AO techniques like
 
 ## Installation
 
-clone repository and install package:
+1. From PyPI:
+```
+pip install torchao
+```
+
+2. From Source:
 
 ```
 git clone https://github.com/pytorch-labs/ao
@@ -14,13 +19,13 @@ cd ao
 python setup.py install
 ```
 
-verify installation:
+Verify Installation:
 
 ```
 pip list | grep torchao
 ```
 
-should show
+Expected Output
 ```
 torchao                            0.0.1                   <install dir>
 ```