Move RAG and AI search flows sections under Generative AI in tutorials (#9417)

* Move RAG and AI search flows sections under Generative AI in tutorials

Signed-off-by: Fanit Kolchina <[email protected]>

* Reword card name

Signed-off-by: Fanit Kolchina <[email protected]>

* Add link to vector search

Signed-off-by: Fanit Kolchina <[email protected]>

---------

Signed-off-by: Fanit Kolchina <[email protected]>

Author: kolchfa-aws

_tutorials/ai-search-flows/building-flows.md renamed to _tutorials/gen-ai/ai-search-flows/building-flows.md

@@ -2,7 +2,10 @@
 layout: default
 title: Creating and customizing AI search workflows
 parent: AI search workflows
+grand_parent: Generative AI
 nav_order: 10
+redirect_from:
+  - /tutorials/ai-search-flows/building-flows/
 ---
 
 # Creating and customizing AI search workflows in OpenSearch Dashboards

_tutorials/ai-search-flows/index.md renamed to _tutorials/gen-ai/ai-search-flows/index.md

@@ -1,14 +1,16 @@
 ---
 layout: default
 title: AI search workflows
+parent: Generative AI
 has_children: true
 has_toc: false
-nav_order: 80
+nav_order: 30
 redirect_from:
   - /tutorials/ai-search-flows/
+  - /tutorials/gen-ai/ai-search-flows/
 flows:
   - heading: Creating and customizing AI search workflows
-    link: /tutorials/ai-search-flows/building-flows/
+    link: /tutorials/gen-ai/ai-search-flows/building-flows/
     description: "Learn how to build AI search flows in OpenSearch Dashboards"   
 ---
 

_tutorials/gen-ai/index.md

@@ -7,16 +7,22 @@ nav_order: 30
 redirect_from:
   - /tutorials/gen-ai/
 cards:
+  - heading: "RAG"
+    description: "Build retrieval-augmented generation and conversational search applications"
+    link: "/tutorials/gen-ai/rag/"
   - heading: "Chatbots and agents"
     description: "Build your generative AI application using chatbots and agents"
     link: "/tutorials/gen-ai/chatbots/"
+  - heading: "AI search workflows"
+    link: "/tutorials/gen-ai/ai-search-flows/"
+    description: "Build and configure AI search applications visually in OpenSearch Dashboards"   
   - heading: "Model guardrails"
     description: "Add safety boundaries to your models to ensure controlled responses"
     link: "/tutorials/gen-ai/model-controls/"
 ---
 
 # Generative AI tutorials
 
-Explore the following tutorials to learn about implementing generative AI applications using the OpenSearch vector database. For more information about OpenSearch machine learning functionality, see [Machine learning]({{site.url}}{{site.baseurl}}/ml-commons-plugin/).
+Explore the following tutorials to learn about implementing generative AI applications using the OpenSearch vector database. For more information about OpenSearch generative AI functionality, see [Vector search]({{site.url}}{{site.baseurl}}/vector-search/) and [Machine learning]({{site.url}}{{site.baseurl}}/ml-commons-plugin/).
 
 {% include cards.html cards=page.cards %}

_tutorials/gen-ai/model-controls/index.md

@@ -4,7 +4,7 @@ title: Model guardrails
 parent: Generative AI
 has_children: true
 has_toc: false
-nav_order: 80
+nav_order: 40
 redirect_from:
   - /vector-search/tutorials/model-controls/
   - /tutorials/gen-ai/model-controls/

_tutorials/vector-search/rag/conversational-search-claude-bedrock.md renamed to _tutorials/gen-ai/rag/conversational-search-claude-bedrock.md

@@ -2,10 +2,11 @@
 layout: default
 title: Conversational search using Anthropic Claude on Amazon Bedrock
 parent: RAG
-grand_parent: Vector search
+grand_parent: Generative AI
 nav_order: 160
 redirect_from:
   - /vector-search/tutorials/conversational-search/conversational-search-claude-bedrock/
+  - /tutorials/vector-search/rag/conversational-search/conversational-search-claude-bedrock/
 ---
 
 # Conversational search using Anthropic Claude on Amazon Bedrock

_tutorials/vector-search/rag/conversational-search-cohere.md renamed to _tutorials/gen-ai/rag/conversational-search-cohere.md

@@ -2,11 +2,12 @@
 layout: default
 title: Conversational search using Cohere Command
 parent: RAG
-grand_parent: Vector search
+grand_parent: Generative AI
 nav_order: 150
 redirect_from:
   - /ml-commons-plugin/tutorials/conversational-search-cohere/
   - /vector-search/tutorials/conversational-search/conversational-search-cohere/
+  - /tutorials/vector-search/rag/conversational-search/conversational-search-cohere/
 ---
 
 # Conversational search using Cohere Command

_tutorials/vector-search/rag/conversational-search-openai.md renamed to _tutorials/gen-ai/rag/conversational-search-openai.md

@@ -2,10 +2,11 @@
 layout: default
 title: Conversational search using OpenAI
 parent: RAG
-grand_parent: Vector search
+grand_parent: Generative AI
 nav_order: 170
 redirect_from:
   - /vector-search/tutorials/conversational-search/conversational-search-openai/
+  - /tutorials/vector-search/rag/conversational-search/conversational-search-openai/
 ---
 
 # Conversational search using OpenAI

_tutorials/vector-search/rag/index.md renamed to _tutorials/gen-ai/rag/index.md

@@ -1,48 +1,49 @@
 ---
 layout: default
 title: RAG
-parent: Vector search
+parent: Generative AI
 has_children: true
 has_toc: false
-nav_order: 120
+nav_order: 10
 redirect_from:
   - /vector-search/tutorials/rag/
   - /vector-search/tutorials/conversational-search/
   - /tutorials/vector-search/rag/
+  - /tutorials/gen-ai/rag/
 rag:
   - heading: Retrieval-augmented generation (RAG) using the DeepSeek Chat API
-    link: /tutorials/vector-search/rag/rag-deepseek-chat/  
+    link: /tutorials/gen-ai/rag/rag-deepseek-chat/  
     list:
       - "<b>Platform:</b> OpenSearch, Amazon OpenSearch Service"
       - "<b>Model:</b> DeepSeek Chat" 
       - '<b>Deployment:</b> Provider API'  
   - heading: RAG using DeepSeek-R1 on Amazon Bedrock
-    link: /tutorials/vector-search/rag/rag-deepseek-r1-bedrock/ 
+    link: /tutorials/gen-ai/rag/rag-deepseek-r1-bedrock/ 
     list:
       - '<b>Platform:</b> OpenSearch, Amazon OpenSearch Service'
       - '<b>Model:</b> DeepSeek-R1'  
       - "<b>Deployment:</b> Amazon Bedrock"  
   - heading: RAG using DeepSeek-R1 in Amazon SageMaker
-    link: /tutorials/vector-search/rag/rag-deepseek-r1-sagemaker/
+    link: /tutorials/gen-ai/rag/rag-deepseek-r1-sagemaker/
     list:
       - "<b>Platform:</b> OpenSearch, Amazon OpenSearch Service"  
       - "<b>Model:</b> DeepSeek-R1"  
       - "<b>Deployment:</b> Amazon SageMaker"  
 conversational_search:
   - heading: Conversational search using Cohere Command
-    link: /tutorials/vector-search/rag/conversational-search-cohere/ 
+    link: /tutorials/gen-ai/rag/conversational-search-cohere/ 
     list:
     - "<b>Platform:</b> OpenSearch"
     - "<b>Model:</b> Cohere Command"  
     - "<b>Deployment:</b> Provider API" 
   - heading: Conversational search using OpenAI
-    link: /tutorials/vector-search/rag/conversational-search-openai/ 
+    link: /tutorials/gen-ai/rag/conversational-search-openai/ 
     list:
     - "<b>Platform:</b> OpenSearch"
     - "<b>Model:</b> OpenAI GPT-4o"  
     - "<b>Deployment:</b> Provider API" 
   - heading: Conversational search using Anthropic Claude on Amazon Bedrock
-    link: /tutorials/vector-search/rag/conversational-search-claude-bedrock/ 
+    link: /tutorials/gen-ai/rag/conversational-search-claude-bedrock/ 
     list:
     - "<b>Platform:</b> OpenSearch"
     - "<b>Model:</b> Anthropic Claude"  

_tutorials/vector-search/rag/rag-deepseek-chat.md renamed to _tutorials/gen-ai/rag/rag-deepseek-chat.md

@@ -2,10 +2,11 @@
 layout: default
 title: RAG using the DeepSeek Chat API
 parent: RAG
-grand_parent: Vector search
+grand_parent: Generative AI
 nav_order: 120
 redirect_from:
   - /vector-search/tutorials/rag/rag-deepseek-chat/
+  - /tutorials/vector-search/rag/rag-deepseek-chat/
 ---
 
 # RAG using the DeepSeek Chat API

_tutorials/vector-search/rag/rag-deepseek-r1-bedrock.md renamed to _tutorials/gen-ai/rag/rag-deepseek-r1-bedrock.md

@@ -2,10 +2,11 @@
 layout: default
 title: RAG using DeepSeek-R1 on Amazon Bedrock
 parent: RAG
-grand_parent: Vector search
+grand_parent: Generative AI
 nav_order: 130
 redirect_from:
   - /vector-search/tutorials/rag/rag-deepseek-r1-bedrock/
+  - /tutorials/vector-search/rag/rag-deepseek-r1-bedrock/
 ---
 
 # RAG using DeepSeek-R1 on Amazon Bedrock

_tutorials/vector-search/rag/rag-deepseek-r1-sagemaker.md renamed to _tutorials/gen-ai/rag/rag-deepseek-r1-sagemaker.md

@@ -2,10 +2,11 @@
 layout: default
 title: RAG using DeepSeek-R1 in Amazon SageMaker
 parent: RAG
-grand_parent: Vector search
+grand_parent: Generative AI
 nav_order: 140
 redirect_from:
   - /vector-search/tutorials/rag/rag-deepseek-r1-sagemaker/
+  - /tutorials/vector-search/rag/rag-deepseek-r1-sagemaker/
 ---
 
 # RAG using DeepSeek-R1 in Amazon SageMaker

_tutorials/index.md

@@ -20,11 +20,8 @@ cards:
     description: "Enhance search relevance using machine learning models to intelligently reorder results" 
     link: "/tutorials/reranking/"
   - heading: "Generative AI applications"
-    description: "Create AI-powered applications like chatbots and advanced conversational systems" 
+    description: "Create AI-powered applications like RAG, chatbots, and advanced conversational systems" 
     link: "/tutorials/gen-ai/"
-  - heading: "AI search workflows"
-    link: "/tutorials/ai-search-flows/"
-    description: "Build and configure AI search applications visually in OpenSearch Dashboards"   
 ---
 
 # Tutorials

_tutorials/vector-search/index.md

@@ -23,9 +23,6 @@ other:
   - heading: "Semantic search"
     description: "Implement semantic search using various machine learning models"
     link: "/tutorials/vector-search/semantic-search/"
-  - heading: "RAG"
-    description: "Build retrieval-augmented generation and conversational search applications"
-    link: "/tutorials/vector-search/rag/"
 ---
 
 # Vector search tutorials