Part of #24. **Demo: AI Search** ([#3549162](https://www.drupal.org/node/3549162)) · repo `drupal-org-ai-search` · Lagoon `dod-ai-search` 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:** Natural language and contextual search results. **AC:** Compare the experience to traditional keyword search; explain the relevance of RAG/embeddings. ## Acceptance Criteria - [x] The **AI Search** 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.