Update README.md

README.md

@@ -295,7 +295,27 @@ Recommended for:
 * Air-gapped deployments
 * CPU-only environments
 
+# Example Usage
+
+
+![Screenshot 2026-06-26 at 10.36.34](https://cdn-uploads.huggingface.co/production/uploads/6720d6553279dd0ff66c4995/aydhqYnQOQfDmnQTw5Wpq.png)
+
 ---
+# Final Verdict (Attack Detection)
+
+| Threshold | Attack Recall | Precision |
+| --------- | ------------: | --------: |
+| 0.57      |          100% |     78.2% |
+| 0.58      |         80.2% |     ~100% |
+| 0.59      |         38.6% |      100% |
+
+Your guardrail is highly effective for attack detection, especially due to the semantic layer.
+Attack Detection Rating:
+Semantic Layer: 9.5/10
+Classifier Layer: 7.5/10
+Overall Attack Detection: 9/10
+
+
 
 # Philosophy