diff --git a/README.md b/README.md
index d86a0639..0c0e20b1 100644
--- a/README.md
+++ b/README.md
@@ -352,9 +352,7 @@ When writing strength modifiers keep in mind that pixel values are between 0 and
 
 
 ## Image Upscaling
-Upscale images easily. 
-
-You can view available models with "aimg upscale --list-models". Try a different model by using --upscale-model with the name or a url.
+Upscale images easily.
 
 === "CLI"
     ```bash
@@ -372,6 +370,10 @@ You can view available models with "aimg upscale --list-models". Try a different
 <img src="docs/assets/000206_856637805_PLMS40_PS7.5_colorful_smoke.jpg" width="25%" height="auto"> ➡️ 
 <img src="docs/assets/000206_856637805_PLMS40_PS7.5_colorful_smoke_upscaled.jpg" width="50%" height="auto">
 
+Upscaling uses [Spandrel](https://github.com/chaiNNer-org/spandrel) to make it easy to use different upscaling models.
+You can view different integrated models by running `aimg upscale --list-models`, and then use it with `--upscale-model <model-name>`.
+Also accepts url's if you want to upscale an image with a different model. Control the new file format/location with --format.
+
 ```python
 from imaginairy.enhancers.upscale_realesrgan import upscale_image
 from PIL import Image
diff --git a/docs/index.md b/docs/index.md
index 733cd7d4..edc2fe76 100644
--- a/docs/index.md
+++ b/docs/index.md
@@ -315,14 +315,11 @@ allow the tool to generate one for you.
 </p>
 
 ## Image Upscaling
-Upscale images easily. 
-
-You can view available models with "aimg upscale --list-models". Try a different model by using --upscale-model with the name or a url.
-Control the new file format/location with --format.
+Upscale images easily.
 
 === "CLI"
     ```bash
-    aimg upscale assets/000206_856637805_PLMS40_PS7.5_colorful_smoke.jpg --upscale-model realesrgan-x2-plus
+    aimg upscale assets/000206_856637805_PLMS40_PS7.5_colorful_smoke.jpg --upscale-model real-hat
     ```
 
 === "Python"
@@ -333,9 +330,12 @@ Control the new file format/location with --format.
     img.save("colorful_smoke.upscaled.jpg")
 
     ```
-<img src="assets/000206_856637805_PLMS40_PS7.5_colorful_smoke.jpg" width="25%" height="auto"> ➡️ 
-<img src="assets/000206_856637805_PLMS40_PS7.5_colorful_smoke_upscaled.jpg" width="50%" height="auto">
+<img src="docs/assets/000206_856637805_PLMS40_PS7.5_colorful_smoke.jpg" width="25%" height="auto"> ➡️ 
+<img src="docs/assets/000206_856637805_PLMS40_PS7.5_colorful_smoke_upscaled.jpg" width="50%" height="auto">
 
+Upscaling uses [Spandrel](https://github.com/chaiNNer-org/spandrel) to make it easy to use different upscaling models.
+You can view different integrated models by running `aimg upscale --list-models`, and then use it with `--upscale-model <model-name>`.
+Also accepts url's if you want to upscale an image with a different model. Control the new file format/location with --format.
 
 
 ## Video Generation
diff --git a/imaginairy/api/upscale.py b/imaginairy/api/upscale.py
index fb9738f7..9f7d5fe4 100644
--- a/imaginairy/api/upscale.py
+++ b/imaginairy/api/upscale.py
@@ -8,7 +8,7 @@
     from imaginairy.schema import LazyLoadingImage
 
 
-def upscale_img(
+def upscale_image(
     img: "Union[LazyLoadingImage, Image.Image, str]",
     upscale_model: str = DEFAULT_UPSCALE_MODEL,
     tile_size: int = 512,