Update app.py

app.py

@@ -486,6 +486,23 @@ def analyze(pil_image, overlay_strength):
 with gr.Blocks(title="Design Analyzer") as demo:
     gr.Markdown("# Design Analyzer")
     gr.Markdown("Upload a design to check where attention is drawn, plus text contrast and readability.")
+    gr.Markdown(
+        "### Why this tool is different\n\n"
+        "Most AI attention-prediction tools quote a big accuracy number "
+        "(\"up to 96% accurate!\") with no published methodology behind it. "
+        "We'd rather show our work.\n\n"
+        "- **Built on a real, peer-reviewed model** (Kroner et al., 2020) - "
+        "not a black box. See the citation below.\n"
+        "- **Honest about uncertainty.** If text can't be reliably read, "
+        "we say so instead of faking a score.\n"
+        "- **Works on any static visual** - posters, social posts, app "
+        "screens, banner ads, print, packaging.\n"
+        "- **Attention + readability in one pass**, not two separate tools.\n"
+        "- **No inflated claims.** A cited, transparent process instead "
+        "of a marketing number.\n\n"
+        "Coming soon: exportable PDF reports, before/after comparisons, "
+        "and attention scan-path visualization."
+    )
     with gr.Row():
         with gr.Column():
             image_input = gr.Image(type="pil", label="Upload design")