updated the query tutorial

Author: HeidiSteen

articles/search/media/tutorial-rag-solution/chat-results-1.png

@@ -222,6 +222,8 @@ A RAG solution that includes Azure AI Search can leverage [built-in data chunkin
 
 + [Try this RAG quickstart](search-get-started-rag.md) for a demonstration of query integration with chat models over a search index.
 
++ [Tutorial: How to build a RAG solution in Azure AI Search](tutorial-rag-build-solution.md) for focused coverage on the features and pattern for RAG solutions that obtain grounding data from a search index.
+
 + Start with solution accelerators:
 
   + ["Chat with your data" solution accelerator](https://github.com/Azure-Samples/chat-with-your-data-solution-accelerator) helps you create a custom RAG solution over your content.

articles/search/media/tutorial-rag-solution/chat-results-2.png

@@ -276,6 +276,6 @@ When you're working in your own subscription, it's a good idea at the end of a p
 
 You can find and manage resources in the portal by using the **All resources** or **Resource groups** link in the leftmost pane.
 
-## Next steps
+## See also
 
-As a next step, we recommend that you review the demo code for [Python](https://github.com/Azure/azure-search-vector-samples/tree/main/demo-python), [C#](https://github.com/Azure/azure-search-vector-samples/tree/main/demo-dotnet), or [JavaScript](https://github.com/Azure/azure-search-vector-samples/tree/main/demo-javascript) on the azure-search-vector-samples repository.
+- [Tutorial: How to build a RAG solution in Azure AI Search](tutorial-rag-build-solution.md)

articles/search/media/tutorial-rag-solution/chat-results-3.png

@@ -102,12 +102,6 @@ items:
       href: tutorial-rag-build-solution-pipeline.md
     - name: Search and generate answers
       href: tutorial-rag-build-solution-query.md
-    - name: Maximize relevance
-      href: tutorial-rag-build-solution-maximize-relevance.md
-    - name: Minimize storage and costs
-      href: tutorial-rag-build-solution-minimize-storage.md
-    - name: Deploy and secure an app
-      href: tutorial-rag-build-solution-app.md
   - name: Skills tutorials
     items:
     - name: C#