diff --git a/pix2tex/webui.py b/pix2tex/webui.py
new file mode 100644
index 0000000..9fc662e
--- /dev/null
+++ b/pix2tex/webui.py
@@ -0,0 +1,32 @@
+import gradio as gr
+from pix2tex.cli import LatexOCR
+from PIL import Image
+
+
+custom_css = """
+footer {
+    display: none !important;
+}
+"""
+
+
+model = LatexOCR()
+
+
+
+def to_tex(image):
+    img=Image.fromarray(image, mode='RGB')
+    return model(img)
+
+with gr.Blocks(css=custom_css) as interface:
+    gr.Markdown("## Image to Latex")
+    
+    
+    with gr.Column():
+        input_component = gr.Image(label="Input Image",placeholder="Drag image or click to upload")
+        output_component = gr.Textbox(label="Generated Latex Code")
+    
+    
+    btn = gr.Button("Convert")
+    btn.click(fn=to_tex, inputs=input_component, outputs=output_component)
+interface.launch(server_name="0.0.0.0")