diff --git a/README.md b/README.md
index f6c39b592..7b15e317e 100644
--- a/README.md
+++ b/README.md
@@ -17,14 +17,15 @@ The SageWorks framework makes AWS® both easier to use and more powerful. SageWo
- Models
- Endpoints
-
+
### Installation
- One time AWS Onboarding: [AWS Setup](https://supercowpowers.github.io/sageworks/aws_setup/core_stack/)
- After that your development team can simply `pip install sageworks`
+
+### SageWorks Documentation
-### SageWorks Documentation
We have detailed documentation on the SageWprks Python API here: [SageWorks Documentation](https://supercowpowers.github.io/sageworks/). The documentation contains examples from the SageWorks source code in this repository under the `examples/` directory. For a full code listing of any example please visit our [SageWorks Examples](https://github.com/SuperCowPowers/sageworks/blob/main/examples)