diff --git a/README.md b/README.md
index 44d42a8bb..cb94770cd 100644
--- a/README.md
+++ b/README.md
@@ -64,8 +64,8 @@ llama      | [`sharktank/sharktank/models/llama/`](https://github.com/nod-ai/SHA
 
 ## SHARK Users
 
-If you're looking to use SHARK check out our [User Guide](docs/README.md).
+If you're looking to use SHARK check out our [User Guide](docs/user_guide.md).
 
 ## SHARK Developers
 
-If you're looking to develop SHARK, check out our [Developer Guide](docs/developer.md).
\ No newline at end of file
+If you're looking to develop SHARK, check out our [Developer Guide](docs/developer_guide.md).
\ No newline at end of file
diff --git a/docs/developer.md b/docs/developer_guide.md
similarity index 100%
rename from docs/developer.md
rename to docs/developer_guide.md
diff --git a/docs/README.md b/docs/user_guide.md
similarity index 87%
rename from docs/README.md
rename to docs/user_guide.md
index 858780611..bdd95203c 100644
--- a/docs/README.md
+++ b/docs/user_guide.md
@@ -15,7 +15,7 @@ Our current user guide requires that you have:
 
 ## Set up Environment
 
-You will need a recent version of Python. We recommend also setting up a Python environment.
+This section will help you install Python and set up a Python environment with venv.
 
 Officially we support Python versions: 3.11, 3.12, 3.13, 3.13t
 
@@ -33,7 +33,7 @@ which python3.11
 
 ### Create a Python Environment
 
-This guide assumes you'll be using pyenv. Setup your pyenv with the following commands:
+Setup your Python environment with the following commands:
 
 ```bash
 # Set up a virtual environment to isolate packages from other envs.
@@ -44,10 +44,7 @@ source 3.11.venv/bin/activate
 ## Install SHARK and its dependencies
 
 ```bash
-pip install transformers
-pip install dataclasses-json
-pip install pillow
-pip install shark-ai
+pip install shark-ai[apps]
 ```
 
 Temporarily, you may need an update to your `shortfin` install.
@@ -64,11 +61,11 @@ python -m shortfin_apps.sd.server --help
 
 ## Quickstart
 
-### Run the SD Server
+### Run the SDXL Server
 
-Run the [SD Server](../shortfin/python/shortfin_apps/sd/README.md#Start SD Server)
+Run the [SDXL Server](../shortfin/python/shortfin_apps/sd/README.md#Start-SDXL-Server)
 
-### Run the SD Client
+### Run the SDXL Client
 
 ```
 python -m shortfin_apps.sd.simple_client --interactive
diff --git a/shortfin/python/shortfin_apps/sd/README.md b/shortfin/python/shortfin_apps/sd/README.md
index 5ade5d27e..3397be6cf 100644
--- a/shortfin/python/shortfin_apps/sd/README.md
+++ b/shortfin/python/shortfin_apps/sd/README.md
@@ -1,14 +1,13 @@
-# SD Server and CLI
-
-This directory contains a SD inference server, CLI and support components.
+# SDXL Server and CLI
 
+This directory contains a [SDXL](https://stablediffusionxl.com/) inference server, CLI and support components. More information about SDXL on [huggingface](https://huggingface.co/stabilityai/stable-diffusion-xl-base-1.0).
 
 ## Install
 
 For [nightly releases](../../../../docs/nightly_releases.md)
-For our [stable release](../../../../docs/README.md)
+For our [stable release](../../../../docs/user_guide.md)
 
-## Start SD Servier
+## Start SDXL Server
 The server will prepare runtime artifacts for you.
 
 By default, the port is set to 8000. If you would like to change this, use `--port` in each of the following commands.
@@ -23,7 +22,7 @@ python -m shortfin_apps.sd.server --device=amdgpu --device_ids=0 --build_prefere
 INFO - Application startup complete.
 INFO - Uvicorn running on http://0.0.0.0:8000 (Press CTRL+C to quit)
 ```
-## Run the SD Client
+## Run the SDXL Client
 
  - Run a CLI client in a separate shell:
 ```