diff --git a/python/README.md b/python/README.md
index 25d3d230..07d30dc0 100644
--- a/python/README.md
+++ b/python/README.md
@@ -1,19 +1,44 @@
-# Intel® Distribution for Python
+# Intel® Distribution for Python*
 
-[Intel® Distribution for Python] enhances performance and can improve your program speed from 10 to 100 times faster. It is a Python distribution that includes the [Intel® Math Kernel Library] (oneMKL) and other Intel performance libraries to enable near-native performance through acceleration of core numerical and machine learning packages.
-
-[Intel® Distribution for Python] is available as part of the [Intel® oneAPI Base Toolkit](https://software.intel.com/content/www/us/en/develop/tools/oneapi/base-toolkit.html).
+[Intel® Distribution for Python*] enhances performance and can improve your program speed from 10 to 100 times faster. It is a Python* distribution that includes the [Intel® Math Kernel Library] (oneMKL) and other Intel performance libraries to enable near-native performance through acceleration of core numerical and machine learning packages.
 
 ## Images
 
-The images below include variations for only the core packages in the [Intel® Distribution for Python] installation, or all of the packages.
+The images below include variations for only the core packages in the [Intel® Distribution for Python*] installation, or all of the packages.
 
 | Tag(s)                 | IDP        |
 | ---------------------- | ---------- |
 | `3.10-full`, `latest`  | `2024.2.0` |
 | `3.10-core`            | `2024.2.0` |
 
-## Build from Source
+## Run a Performance Sample
+
+To run a performance sample run the following commands:
+
+```bash
+git clone https://github.com/intel/ai-containers
+cd ai-containers/python
+docker run --rm -it \
+    -v $PWD/tests:/tests \
+    intel/python:latest \
+    python /tests/perf_sample.py
+```
+
+### Compare the results against stock python
+
+In the previous command, you should see a result at the bottom like: `Time Consuming: 0.03897857666015625`. We can compare this against `python:3.11-slim-bullseye`
+
+```bash
+# Use the working directory from the above command
+docker run --rm -it \
+    -v $PWD/tests:/tests \
+    python:3.11-slim-bullseye \
+    bash
+pip install numpy
+python /tests/perf_sample.py
+```
+
+## Build from Source (Advanced)
 
 To build the images from source, clone the [AI Containers](https://github.com/intel/ai-containers) repository, follow the main `README.md` file to setup your environment, and run the following command:
 
@@ -27,8 +52,8 @@ You can find the list of services below for each container in the group:
 
 | Service Name | Description                                                         |
 | ------------ | ------------------------------------------------------------------- |
-| `idp`        | Base image with [Intel® Distribution for Python]                    |
-| `pip`        | Equivalent python image without [Intel® Distribution for Python]    |
+| `idp`        | Base image with [Intel® Distribution for Python*]                    |
+| `pip`        | Equivalent python image without [Intel® Distribution for Python*]    |
 
 ## License
 
@@ -40,5 +65,5 @@ It is the image user's responsibility to ensure that any use of The images below
 
 <!--Below are links used in these document. They are not rendered: -->
 
-[Intel® Distribution for Python]: https://www.intel.com/content/www/us/en/developer/tools/oneapi/distribution-for-python.html#gs.9bos9m
+[Intel® Distribution for Python*]: https://www.intel.com/content/www/us/en/developer/tools/oneapi/distribution-for-python.html#gs.9bos9m
 [Intel® Math Kernel Library]: https://www.intel.com/content/www/us/en/developer/tools/oneapi/onemkl.html