diff --git a/.gitignore b/.gitignore
index 71c2798..b10be58 100644
--- a/.gitignore
+++ b/.gitignore
@@ -1,5 +1,6 @@
 # Byte-compiled / optimized / DLL files
 **/__pycache__/
+**/flagged/
 *.py[cod]
 *$py.class
 *.pyc
diff --git a/README.md b/README.md
index df10c51..2617044 100644
--- a/README.md
+++ b/README.md
@@ -192,7 +192,10 @@ Last of all the aim here is to keep up with the latest optimised foundation mode
 
 <!-- PROPOSED UPDATES -->
 ## Latest Updates
-- Pending
+- Added a Gradio example app. Ignore the percentages for now - the results of simgoid outputs don't sum to 1 in concert. The results however are pretty impressive! - simply run `python3 app.py` from your root and head to `http://127.0.0.1:7860/` 
+
+
+    ![alt text](images/gradio.png)
 
 <!-- PROPOSED UPDATES -->
 ## Future updates
diff --git a/app.py b/app.py
new file mode 100644
index 0000000..34caf8f
--- /dev/null
+++ b/app.py
@@ -0,0 +1,41 @@
+import gradio as gr
+from PIL import Image
+from clip.model import OnnxClip, softmax, get_similarity_scores
+
+example =  ["a photo of space",
+            "a photo of a man",
+            "a photo of a man in dungarees",
+            "a photo of a sad man in dungarees",
+            "a photo of a sad man in dungarees with short hair and orange container to the right",
+            "a photo of a sad man in dungarees with short hair",
+            "a photo of a happy man in dungarees",
+            "A photo of Christopher Nolan"]
+
+
+def classify(image, text):
+    images = [image]
+    
+
+    texts = {"classification": text.split(',')
+        }
+
+    #type='clip' is also avvaiilable with this usage    
+    onnx_model = OnnxClip(batch_size=16, type='siglip_full')
+    probs, _ = onnx_model.inference(images, texts)
+
+    return {label: prob for label, prob in zip(texts['classification'], probs['classification'])}
+
+
+demo = gr.Interface(
+    classify,
+    [
+        gr.Image(label="Image", type="pil"),
+        gr.Textbox(label="Labels", info="Comma-separated list of class labels"),
+    ],
+    gr.Label(label="Result"),
+    examples=[['clip/data/interstellar.jpg', ','.join(example)]],
+)
+try:
+    demo.launch(debug=True, height=1000)
+except Exception:
+    demo.launch(share=True, debug=True, height=1000)
diff --git a/clip/data/interstellar.jpg b/clip/data/interstellar.jpg
new file mode 100644
index 0000000..c77b924
Binary files /dev/null and b/clip/data/interstellar.jpg differ
diff --git a/images/gradio.png b/images/gradio.png
new file mode 100644
index 0000000..8961c91
Binary files /dev/null and b/images/gradio.png differ
diff --git a/requirements.txt b/requirements.txt
index 3c75d87..71c20f6 100644
--- a/requirements.txt
+++ b/requirements.txt
@@ -7,3 +7,4 @@ ftfy==6.2.0
 regex==2024.5.15
 transformers==4.41.2
 scipy==1.13.1
+gradio==3.26.0