diff --git a/model-threats/PYTORCH-MALCODE.md b/model-threats/PYTORCH-MALCODE.md
index 0569cc7c179..9274a57643d 100644
--- a/model-threats/PYTORCH-MALCODE.md
+++ b/model-threats/PYTORCH-MALCODE.md
@@ -11,11 +11,11 @@ A PyTorch model contains serialized [Pickle](https://docs.python.org/3/library/p
 
 The PyTorch model format internally uses Python's Pickle data serialization format. 
 
-![](img/pytorch_format.png)
+![](/img/pytorch_format.png)
 
 The Pickle format is well-known to be a **dangerous** serialization format, since in addition to serialized data, it may contain serialized code which will be automatically executed when the Pickled/Serialized file is loaded.
 
-![](img/pickle_deserialization.png)
+![](/img/pickle_deserialization.png)
 
 
 
diff --git a/src/templates/ModelThreatsPost.vue b/src/templates/ModelThreatsPost.vue
index 4e045bc6956..f0bb0feed15 100644
--- a/src/templates/ModelThreatsPost.vue
+++ b/src/templates/ModelThreatsPost.vue
@@ -47,7 +47,7 @@
             <p class="modal-note">For viewing JFrog functionality in action with minimal upfront investment.</p>
           </div>
           <div>
-            <g-link class="modal-link" to="https://demo.jfrog.io/ui/catalog/" target="_blank">Platform Tour
+            <g-link class="modal-link" to="https://jfrog.com/start-free/" target="_blank">Platform Tour
             </g-link>
             </div>
         </div>
@@ -156,6 +156,9 @@ export default {
   },
   mounted() {
     this.loadMarketoForm();
+    if (this.$route.query.bookademo) {
+      this.$refs.popup.open();
+    }
   },
 
 };
diff --git a/static/img/pickle_deserialization.png b/static/img/pickle_deserialization.png
new file mode 100644
index 00000000000..ec9f2bc4cb8
Binary files /dev/null and b/static/img/pickle_deserialization.png differ
diff --git a/static/img/pytorch_format.png b/static/img/pytorch_format.png
new file mode 100644
index 00000000000..8d5b12a4677
Binary files /dev/null and b/static/img/pytorch_format.png differ