diff --git a/examples/05_stable_diffusion/README.md b/examples/05_stable_diffusion/README.md
index aa8e3f573..8f589f70e 100644
--- a/examples/05_stable_diffusion/README.md
+++ b/examples/05_stable_diffusion/README.md
@@ -58,7 +58,7 @@ By default, `compile_alt.py` does not include model weights (constants) with the
 
 #### Alternative pipeline
 
-The original pipeline requires a diffusers model local dir, and relies directly on `StableDiffusionPipeline`. This pipeline builds similar functionality without directly using `StableDiffusionPipeline`, and is capable of loading model weights from either diffusers or compvis models to compiled aitemplate modules.
+The original pipeline requires a diffusers model local dir, and relies directly on `StableDiffusionPipeline`. This pipeline builds similar functionality without directly using `StableDiffusionPipeline`, and is capable of loading model weights from either diffusers or [CompVis](https://huggingface.co/CompVis) models to compiled aitemplate modules.
 
 * AITemplate modules are created
 * Model weights are loaded, converted/mapped, then applied to AITemplate module
@@ -67,8 +67,13 @@ The original pipeline requires a diffusers model local dir, and relies directly
 * Loading CLIPTextModel from `ckpt` requires the appropriate `hf-hub-or-path` to be specified i.e. `runwayml/stable-diffusion-v1-5` for SD1.x checkpoints, `stabilityai/stable-diffusion-2-1` for SD2.x checkpoints.
 
 ```
-python3 scripts/demo.py --hf-hub-or-path runwayml/stable-diffusion-v1-5 --ckpt v1-5-pruned-emaonly.ckpt
-python3 scripts/demo.py --hf-hub-or-path stabilityai/stable-diffusion-2-1 --ckpt v2-1_768-ema-pruned.ckpt
+python3 scripts/demo_alt.py \
+--hf-hub-or-path runwayml/stable-diffusion-v1-5 \
+--ckpt v1-5-pruned-emaonly.ckpt
+
+python3 scripts/demo_alt.py \
+--hf-hub-or-path stabilityai/stable-diffusion-2-1 \
+--ckpt v2-1_768-ema-pruned.ckpt
 ```
 
 `--ckpt` takes preference over `--hf-hub-or-path` if both are specified