content understanding toc updates

Author: laujan

articles/ai-services/content-understanding/toc.yml

@@ -28,7 +28,7 @@ items:
         href: glossary.md
   - name: Quickstarts
     items:
-    - name: Try Azure AI Foundry portal
+    - name: Try Content Understanding in the Azure AI Foundry portal
       items:
         - name: Use Content Understanding with a single file
           displayName: quickstart, extract, text, images, OCR, optical character recognition, foundry, standard, mode
@@ -39,7 +39,7 @@ items:
     - name: Try Content Understanding REST API
       displayName: quickstart, extract, text, images, OCR, optical character recognition, rest, standard, mode
       href: quickstart/use-rest-api.md
-  - name: Modalities
+  - name: Working with content modalities
     items:
       - name: Document
         items:
@@ -63,18 +63,33 @@ items:
         displayName: video, audio, voice, recognition, synthesis, speaker, identification, verification, diarization, transcription, translation, language, understanding, sentiment, analysis, emotion, detection, pronunciation, model
   - name: Concepts
     items:
-      - name: Analyzer templates in Azure AI Foundry
-        displayName: analyzer, templates, document, text, images, video, audio, multimodal, visual, structured, content, field, extraction
-        href: concepts/analyzer-templates.md
-      - name: Prebuilt analyzers 🆕
-        displayName: analyzer, templates, document, text, images, video, audio, multimodal, visual, structured, content, field, extraction
-        href: concepts/prebuilt-analyzers.md
-      - name: "Modes: standard and pro 🆕"
-        displayName: standard, pro, modes, analyzers, optimization, fields
-        href: concepts/standard-pro-modes.md
-      - name: Best practices
-        displayName: best practices, analyzers, optimization, fields
-        href: concepts/best-practices.md
+    - name: Analyzers
+      items:
+        - name: Analyzer templates in Azure AI Foundry
+          displayName: analyzer, templates, document, text, images, video, audio, multimodal, visual, structured, content, field, extraction
+          href: concepts/analyzer-templates.md
+        - name: Prebuilt analyzers 🆕
+          displayName: analyzer, templates, document, text, images, video, audio, multimodal, visual, structured, content, field, extraction
+          href: concepts/prebuilt-analyzers.md
+        - name: "Modes: standard and pro 🆕"
+          displayName: standard, pro, modes, analyzers, optimization, fields
+          href: concepts/standard-pro-modes.md
+        - name: Best practices
+          displayName: best practices, analyzers, optimization, fields
+          href: concepts/best-practices.md
+    - name: Classifiers 🆕
+      items:
+        - name: Overview
+          displayName: classifier, text, images, video, audio, multimodal, visual, structured, content, field, extraction
+          href: concepts/classifier.md
+    - name: Face 🆕
+      items:
+        - name: Overview
+          displayName: face, recognition, detection, analysis, identification, verification
+          href: face/overview.md
+        - name: "Tutorial: Build a person directory"
+          displayName: person, directory, search, index, vector
+          href: tutorial/build-person-directory.md
   - name: Tutorials
     items:
       - name: Create a custom analyzer 🆕
@@ -83,19 +98,6 @@ items:
       - name: Build a retrieval-augmented solution
         displayName: RAG, retrieval, augmented, generation, knowledge, base, search, index, vector
         href: tutorial/build-rag-solution.md
-  - name: Classifiers 🆕
-    items:
-      - name: Overview
-        displayName: classifier, text, images, video, audio, multimodal, visual, structured, content, field, extraction
-        href: concepts/classifier.md
-  - name: Face 🆕
-    items:
-      - name: Overview
-        displayName: face, recognition, detection, analysis, identification, verification
-        href: face/overview.md
-      - name: "Tutorial: Build a person directory"
-        displayName: person, directory, search, index, vector
-        href: tutorial/build-person-directory.md
   - name: Responsible AI
     items:
       - name: Transparency note

articles/ai-services/qnamaker/includes/new-version.md

@@ -9,4 +9,4 @@ ms.date: 06/12/2025
 ---
 
 > [!NOTE]
-> The QnA Maker service is being retired on the 31st of March, 2025. A newer version of the question and answering capability is now available as part of [Azure AI Language](../../language-service/index.yml). For question answering capabilities within the Language Service, see [question answering](../../language-service/question-answering/overview.md). Starting 1st October, 2022 you won’t be able to create new QnA Maker resources. For information on migrating existing QnA Maker knowledge bases to question answering, consult the [migration guide](../../language-service/question-answering/how-to/migrate-qnamaker.md).
+> The QnA Maker service is being retired on the 31st of March, 2025. A newer version of the question and answering capability is now available as part of [Azure AI Language](../../language-service/index.yml). For question answering capabilities within the Language Service, see [question answering](../../language-service/question-answering/overview.md). Starting 1st October, 2022 you won't be able to create new QnA Maker resources. For information on migrating existing QnA Maker knowledge bases to question answering, consult the [migration guide](../../language-service/question-answering/how-to/migrate-qnamaker.md).