diff --git a/README.md b/README.md
index 5461464..ef7c67a 100644
--- a/README.md
+++ b/README.md
@@ -4,6 +4,8 @@
 
 Genalog is an open source, cross-platform python package for **gen**erating document images with synthetic noise that mimics scanned an**alog** documents (thus the name `genalog`). You can also add various text degradations to these images. The purpose of this tool is to provide a fast and efficient way to generate synthetic documents from text data by leveraging layout from templates that you create in simple HTML format.
 
+![demo-gif](docs/genalog_docs/static/genalog_demo.gif)
+
 Overview
 -------------------------------------
 Genalog has various capabilities: 
diff --git a/docs/genalog_docs/index.md b/docs/genalog_docs/index.md
index 26939a7..0126661 100644
--- a/docs/genalog_docs/index.md
+++ b/docs/genalog_docs/index.md
@@ -11,6 +11,11 @@ pip install genalog
 
 `genalog` is an open source, cross-platform python package for **gen**erating document images with synthetic noise that mimics scanned an**alog** documents (thus the name `genalog`). You can also add various text degradations to these images. The purpose of this tool is to provide a fast and efficient way to generate synthetic documents from text data by leveraging layout from templates that you can create in simple HTML format.
 
+```{figure} static/genalog_demo.gif
+:width: 80%
+Generate documents and apply degradations
+```
+
 `genalog` provides several document templates as a start. You can alter the document layout using standard CSS properties like `font-family`, `font-size`, `text-align`, etc. Here are some of the example generated documents:
 
 ````{tab} Multi-Column
diff --git a/docs/genalog_docs/static/genalog_demo.gif b/docs/genalog_docs/static/genalog_demo.gif
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diff --git a/example/demo_generate.py b/example/demo_generate.py
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index 0000000..04b9081
--- /dev/null
+++ b/example/demo_generate.py
@@ -0,0 +1,38 @@
+#%% 
+from genalog.pipeline import AnalogDocumentGeneration
+from genalog.degradation.degrader import ImageState
+
+sample_text = "sample/generation/example.txt"
+
+# Common CSS properties
+STYLE_COMBINATIONS = {
+    "font_family"   : ["Times"], # sans-serif, Times, monospace, etc
+    "font_size"     : ["12px"],
+    "text_align"    : ["justify"], # left, right, center, justify
+    "language"      : ["en_US"],  # controls how words are hyphenated
+    "hyphenate"     : [True],
+}
+# <columns|letter|text_block>.html.jinja
+HTML_TEMPLATE = "columns.html.jinja" 
+# Degration effects applied in sequence
+DEGRADATIONS = [
+    ("blur", {"radius": 5}),    # needs to be an odd number
+    ("bleed_through", {
+        "src": ImageState.CURRENT_STATE, "background": ImageState.ORIGINAL_STATE,
+        "alpha": 0.8,
+        "offset_y": 9, "offset_x": 12
+    }),
+    ("morphology", {"operation": "open", "kernel_shape":(5,5)}),
+    ("pepper", {"amount": 0.05}),
+    ("salt", {"amount": 0.2}),
+]
+
+doc_generation = AnalogDocumentGeneration(styles=STYLE_COMBINATIONS, degradations=DEGRADATIONS)
+img_array = doc_generation.generate_img(sample_text, HTML_TEMPLATE, target_folder=None)
+
+import cv2
+from IPython.core.display import Image, display
+
+_, encoded_image = cv2.imencode('.png', img_array)
+display(Image(data=encoded_image, width=600))
+