Part of #25. **Demo: Content Categorization** ([#3549158](https://www.drupal.org/node/3549158)) · repo `drupal-org-ai-categorize-page` · Lagoon `dod-ai-categorize-page` Technical stream — update the deployed demo, split from the parent tracker. - [x] Refresh in-demo content on the Lagoon dev environment - [x] Update screenshots / UI captures shown in the demo - [x] Confirm the demo runs on the latest **AI stable** + **amazee.ai** provider stack - [x] Validate core functionality, configuration, and connection stability --- **Showcase:** Automatic tagging and taxonomy suggestions based on body text. **AC:** Focus on editor efficiency and taxonomy consistency across large sites. ## Acceptance Criteria - [x] The **Content Categorization** demo runs on the latest **AI stable** release and **amazee.ai** provider stack on the Lagoon dev environment, with core functionality, configuration, and connection stability validated. - [x] In-demo content and all screenshots / UI captures are refreshed to match the current build.