diff --git a/README.md b/README.md
index d187c23a0..44d42a8bb 100644
--- a/README.md
+++ b/README.md
@@ -61,68 +61,11 @@ Model name | Model recipes | Serving apps
SDXL | [`sharktank/sharktank/models/punet/`](https://github.com/nod-ai/SHARK-Platform/tree/main/sharktank/sharktank/models/punet) | [`shortfin/python/shortfin_apps/sd/`](https://github.com/nod-ai/SHARK-Platform/tree/main/shortfin/python/shortfin_apps/sd)
llama | [`sharktank/sharktank/models/llama/`](https://github.com/nod-ai/SHARK-Platform/tree/main/sharktank/sharktank/models/llama) | [`shortfin/python/shortfin_apps/llm/`](https://github.com/nod-ai/SHARK-Platform/tree/main/shortfin/python/shortfin_apps/llm)
-## Development tips
-Each sub-project has its own developer guide. If you would like to work across
-projects, these instructions should help you get started:
+## SHARK Users
-### Setup a venv
+If you're looking to use SHARK check out our [User Guide](docs/README.md).
-We recommend setting up a Python
-[virtual environment (venv)](https://docs.python.org/3/library/venv.html).
-The project is configured to ignore `.venv` directories, and editors like
-VSCode pick them up by default.
+## SHARK Developers
-```bash
-python -m venv .venv
-source .venv/bin/activate
-```
-
-### Install PyTorch for your system
-
-If no explicit action is taken, the default PyTorch version will be installed.
-This will give you a current CUDA-based version, which takes longer to download
-and includes other dependencies that SHARK does not require. To install a
-different variant, run one of these commands first:
-
-* *CPU:*
-
- ```bash
- pip install -r pytorch-cpu-requirements.txt
- ```
-
-* *ROCM:*
-
- ```bash
- pip install -r pytorch-rocm-requirements.txt
- ```
-
-* *Other:* see instructions at .
-
-### Install development packages
-
-```bash
-# Install editable local projects.
-pip install -r requirements.txt -e sharktank/ shortfin/
-
-# Optionally clone and install the latest editable iree-turbine dep in deps/,
-# along with nightly versions of iree-base-compiler and iree-base-runtime.
-pip install -f https://iree.dev/pip-release-links.html --upgrade --pre \
- iree-base-compiler iree-base-runtime --src deps \
- -e "git+https://github.com/iree-org/iree-turbine.git#egg=iree-turbine"
-```
-
-See also: [`docs/nightly_releases.md`](./docs/nightly_releases.md).
-
-### Running tests
-
-```bash
-pytest sharktank
-pytest shortfin
-```
-
-### Optional: pre-commits and developer settings
-
-This project is set up to use the `pre-commit` tooling. To install it in
-your local repo, run: `pre-commit install`. After this point, when making
-commits locally, hooks will run. See https://pre-commit.com/
+If you're looking to develop SHARK, check out our [Developer Guide](docs/developer.md).
\ No newline at end of file
diff --git a/docs/README.md b/docs/README.md
new file mode 100644
index 000000000..858780611
--- /dev/null
+++ b/docs/README.md
@@ -0,0 +1,118 @@
+# SHARK User Guide
+
+> [!WARNING]
+> This is still pre-release so the artifacts listed here may be broken
+>
+
+These instructions cover the usage of the latest stable release of SHARK. For a more bleeding edge release please install the [nightly releases](nightly_releases.md).
+
+## Prerequisites
+
+Our current user guide requires that you have:
+- Access to a computer with an installed AMD Instinctâ„¢ MI300x Series Accelerator
+- Installed a compatible version of Linux and ROCm on the computer (see the [ROCm compatability matrix](https://rocm.docs.amd.com/en/latest/compatibility/compatibility-matrix.html))
+
+
+## Set up Environment
+
+You will need a recent version of Python. We recommend also setting up a Python environment.
+
+Officially we support Python versions: 3.11, 3.12, 3.13, 3.13t
+
+The rest of this guide assumes you are using Python 3.11.
+
+### Install Python
+To install Python 3.11 on Ubuntu:
+
+```bash
+sudo apt install python3.11 python3.11-dev python3.11-venv
+
+which python3.11
+# /usr/bin/python3.11
+```
+
+### Create a Python Environment
+
+This guide assumes you'll be using pyenv. Setup your pyenv with the following commands:
+
+```bash
+# Set up a virtual environment to isolate packages from other envs.
+python3.11 -m venv 3.11.venv
+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
+```
+
+Temporarily, you may need an update to your `shortfin` install.
+Install the latest pre-release with:
+```
+pip install shortfin --upgrade --pre -f https://github.com/nod-ai/SHARK-Platform/releases/expanded_assets/dev-wheels
+```
+
+### Test the installation.
+
+```
+python -m shortfin_apps.sd.server --help
+```
+
+## Quickstart
+
+### Run the SD Server
+
+Run the [SD Server](../shortfin/python/shortfin_apps/sd/README.md#Start SD Server)
+
+### Run the SD Client
+
+```
+python -m shortfin_apps.sd.simple_client --interactive
+```
+
+Congratulations!!! At this point you can play around with the server and client based on your usage.
+
+### Update flags
+
+Please see --help for both the server and client for usage instructions. Here's a quick snapshot.
+
+#### Update server options:
+
+| Flags | options |
+|---|---|
+|--host HOST |
+|--port PORT | server port |
+|--root-path ROOT_PATH |
+|--timeout-keep-alive |
+|--device | local-task,hip,amdgpu | amdgpu only supported in this release
+|--target | gfx942,gfx1100 | gfx942 only supported in this release
+|--device_ids |
+|--tokenizers |
+|--model_config |
+| --workers_per_device |
+| --fibers_per_device |
+| --isolation | per_fiber, per_call, none |
+| --show_progress |
+| --trace_execution |
+| --amdgpu_async_allocations |
+| --splat |
+| --build_preference | compile,precompiled |
+| --compile_flags |
+| --flagfile FLAGFILE |
+| --artifacts_dir ARTIFACTS_DIR | Where to store cached artifacts from the Cloud |
+
+#### Update client with different options:
+
+| Flags |options|
+|---|---
+|--file |
+|--reps |
+|--save | Whether to save image generated by the server |
+|--outputdir| output directory to store images generated by SDXL |
+|--steps |
+|--interactive |
+|--port| port to interact with server |
\ No newline at end of file
diff --git a/docs/developer.md b/docs/developer.md
new file mode 100644
index 000000000..832466688
--- /dev/null
+++ b/docs/developer.md
@@ -0,0 +1,65 @@
+# SHARK Developer Guide
+
+Each sub-project has its own developer guide. If you would like to work across
+projects, these instructions should help you get started:
+
+### Setup a venv
+
+We recommend setting up a Python
+[virtual environment (venv)](https://docs.python.org/3/library/venv.html).
+The project is configured to ignore `.venv` directories, and editors like
+VSCode pick them up by default.
+
+```bash
+python -m venv .venv
+source .venv/bin/activate
+```
+
+### Install PyTorch for your system
+
+If no explicit action is taken, the default PyTorch version will be installed.
+This will give you a current CUDA-based version, which takes longer to download
+and includes other dependencies that SHARK does not require. To install a
+different variant, run one of these commands first:
+
+* *CPU:*
+
+ ```bash
+ pip install -r pytorch-cpu-requirements.txt
+ ```
+
+* *ROCM:*
+
+ ```bash
+ pip install -r pytorch-rocm-requirements.txt
+ ```
+
+* *Other:* see instructions at .
+
+### Install development packages
+
+```bash
+# Install editable local projects.
+pip install -r requirements.txt -e sharktank/ shortfin/
+
+# Optionally clone and install the latest editable iree-turbine dep in deps/,
+# along with nightly versions of iree-base-compiler and iree-base-runtime.
+pip install -f https://iree.dev/pip-release-links.html --upgrade --pre \
+ iree-base-compiler iree-base-runtime --src deps \
+ -e "git+https://github.com/iree-org/iree-turbine.git#egg=iree-turbine"
+```
+
+See also: [nightly_releases.md](nightly_releases.md).
+
+### Running tests
+
+```bash
+pytest sharktank
+pytest shortfin
+```
+
+### Optional: pre-commits and developer settings
+
+This project is set up to use the `pre-commit` tooling. To install it in
+your local repo, run: `pre-commit install`. After this point, when making
+commits locally, hooks will run. See https://pre-commit.com/
diff --git a/shortfin/python/shortfin_apps/sd/README.md b/shortfin/python/shortfin_apps/sd/README.md
index 0bb5db511..5ade5d27e 100644
--- a/shortfin/python/shortfin_apps/sd/README.md
+++ b/shortfin/python/shortfin_apps/sd/README.md
@@ -3,28 +3,12 @@
This directory contains a SD inference server, CLI and support components.
-## Quick start
+## Install
-In your shortfin environment,
-```
-pip install transformers
-pip install dataclasses-json
-pip install pillow
-pip install shark-ai
-
-```
-
-Temporarily, you may need an update to your `shortfin` install.
-Install the latest pre-release with:
-```
-pip install shortfin --upgrade --pre -f https://github.com/nod-ai/SHARK-Platform/releases/expanded_assets/dev-wheels
-```
+For [nightly releases](../../../../docs/nightly_releases.md)
+For our [stable release](../../../../docs/README.md)
-```
-python -m shortfin_apps.sd.server --help
-```
-
-# Run on MI300x
+## Start SD Servier
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.
@@ -39,6 +23,8 @@ 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 a CLI client in a separate shell:
```
python -m shortfin_apps.sd.simple_client --interactive