diff --git a/src/content/data-streams/llms-full.txt b/src/content/data-streams/llms-full.txt
index d9f0b327aba..161f3d459bb 100644
--- a/src/content/data-streams/llms-full.txt
+++ b/src/content/data-streams/llms-full.txt
@@ -123,8 +123,8 @@ Chainlink Data Streams uses a subscription-based billing option.
 
 [Contact us](https://chainlinkcommunity.typeform.com/datastreams?#ref_id=docs) to learn more about Mainnet pricing and subscription options.
 
-<Aside type="caution" title="[Deprecated] Pay-per-report model">
-  The pay-per-report billing model has been deprecated. <br /> To learn more about the subscription model, please{" "}
+<Aside type="caution" title="[Deprecated] Pay-per-verification model">
+  The pay-per-verification billing model has been deprecated. <br /> To learn more about the subscription model, please{" "}
   <a href="https://chainlinkcommunity.typeform.com/datastreams?#ref_id=docs">contact us</a>.
 </Aside>
 
diff --git a/src/content/quickstarts/automated-portfolio-manager.mdx b/src/content/quickstarts/automated-portfolio-manager.mdx
index 26a7cac21df..5425f619624 100644
--- a/src/content/quickstarts/automated-portfolio-manager.mdx
+++ b/src/content/quickstarts/automated-portfolio-manager.mdx
@@ -7,16 +7,19 @@ image: "QuickStarts-AutomatedPortfolioManager.webp"
 products: ["Feeds", "Automation", "Functions"]
 time: "45 minutes"
 datePublished: "2024-09-18"
-lastModified: "2025-06-17"
+lastModified: "2026-01-16"
 difficulty: "intermediate"
 ---
 
 import { Accordion, Aside, CodeSample, ClickToZoom } from "@components"
 
-<Aside type="note" title="Note on a Forthcoming Update">
-  We are currently performing maintenance on this quickstart. As part of this update, we will also be replacing a data
-  endpoint that is temporarily unavailable. A fully updated version will be released shortly. Thank you for your
-  patience!
+<Aside type="caution" title="Deprecated Quickstart">
+  **This quickstart is deprecated and no longer maintained.** The GVZ index API used in this tutorial is no longer
+  available, which means this example will not work as written. We've kept this content available for educational
+  reference only. **For new projects**, we strongly recommend using the [Chainlink Runtime Environment (CRE)](/cre),
+  which makes building applications like automated portfolio managers significantly easier. CRE provides a unified
+  environment for combining offchain data, onchain operations, and computation—all with built-in orchestration and
+  blockchain-level security. Learn more: [Getting Started with CRE](/cre/getting-started/overview)
 </Aside>
 
 ## Overview