diff --git a/site/about/overview-llm-features.qmd b/site/about/overview-llm-features.qmd
index 22f68d8c76..5a673232b0 100644
--- a/site/about/overview-llm-features.qmd
+++ b/site/about/overview-llm-features.qmd
@@ -4,6 +4,17 @@
 # SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
 title: "Large language model features"
 date: last-modified
+listing:
+  id: llm-whats-next
+  type: grid
+  grid-columns: 1
+  sort: false
+  contents:
+    - path: https://validmind.com/contact/
+      image: /assets/img/hero-platform.png
+      title: "Request a demo"
+      description: "Find out how {{< var vm.product >}}’s LLM-powered features can support your team by getting in touch."
+      author: validmind.com
 ---
 
 {{< var vm.product >}} offers several specialized features that use large language models (LLMs) to streamline model risk management and ensure regulatory compliance. Here's how we approach these features and what you need to know. 
@@ -105,9 +116,6 @@ Assesses each part of the model documentation for adherence to internal guidelin
 
 ## What's next
 
-<!-- :::{#llm-whats-next}
-::: -->
-
 :::: {.flex .flex-wrap .justify-around}
 
 ::: {.w-33-ns .pr3}
@@ -126,7 +134,7 @@ Discover how {{< var vm.product >}}’s LLM-powered platform, purpose-built for
 
 ::: {.w-33-ns .mt3}
 
-::: {.preview source="https://validmind.com/contact/" height="240" width="430" offset="90"}
+:::{#llm-whats-next}
 :::
 
 :::