diff --git a/guides/verified-content.mdx b/guides/verified-content.mdx
index ccebfd27..562a98a6 100644
--- a/guides/verified-content.mdx
+++ b/guides/verified-content.mdx
@@ -44,6 +44,10 @@ This makes it easy for teams to distinguish between exploratory or work-in-progr
   <img src="/images/guides/verified-content/homepage-tab.png" alt="Homepage with a 'Verified' tab listing all verified charts and dashboards for quick access"/>
 </Frame>
 
+## How the AI agent uses verified content
+
+The in-product Lightdash AI agent ranks admin-verified charts and dashboards first when retrieving content for context, and its system prompt treats verified items as the canonical source of truth for company metrics and patterns. When you ask the agent a question, it will lean on verified examples and prefer fields that already appear in verified charts.
+
 ## Verification is automatically removed when content changes
 
 Verification is tied to the exact state of the content at the time it was verified. If anyone edits a verified chart or dashboard, the verification badge is automatically removed. An admin will need to review the updated version and re-verify it.
@@ -99,7 +103,6 @@ This means CI pipelines run by non-admin deployers (for example, with the `devel
 
 Today, admin-verified charts and dashboards live in a separate stream from [verified answers](/guides/ai-agents/verified-answers) (the AI-agent-generated content that users mark as verified inside an AI agent conversation). We're working on bringing them together so that any verified piece of content, wherever it was verified, is treated as a single trusted signal across:
 
-- The verified badge in tiles, search, the resource browser, and space overviews
-- Content-as-code YAML download/upload
-- The [Lightdash MCP](/references/integrations/lightdash-mcp) `list_verified_content` tool
-- In-product AI agent retrieval and suggestions
+- The `list_verified_content` MCP tool returning AI-verified artifacts alongside admin-verified ones
+- Content-as-code YAML round-trip for AI-verified content
+- Using verified content as templates when the AI agent generates new charts and dashboards