diff --git a/solutions/search/rag/playground-context.md b/solutions/search/rag/playground-context.md
index 6c94440e6a..452e1cece2 100644
--- a/solutions/search/rag/playground-context.md
+++ b/solutions/search/rag/playground-context.md
@@ -2,31 +2,30 @@
 mapped_pages:
   - https://www.elastic.co/guide/en/kibana/current/playground-context.html
 applies_to:
-  stack:
-  serverless:
+  stack: preview 9.0, beta 9.1
+  serverless: beta
 products:
   - id: kibana
 ---
 
 # Optimize model context [playground-context]
 
-::::{warning} 
-This functionality is in technical preview and may be changed or removed in a future release. Elastic will work to fix any issues, but features in technical preview are not subject to the support SLA of official GA features.
-::::
-
-
 Context is the information you provide to the LLM, to optimize the relevance of your query results. Without additional context, an LLM will generate results solely based on its training data. In Playground, this additional context is the information contained in your {{es}} indices.
 
 There are a few ways to optimize this context for better results. Some adjustments can be made directly in the Playground UI. Others require refining your indexing strategy, and potentially reindexing your data.
 
 ::::{note} 
-Currently you can only select **one field** to be provided as context to the LLM.
+:applies_to: stack: preview 9.0 
 
+Only **one field** can be selected as context for the LLM.
 ::::
 
 
 
-## Edit context in UI [playground-context-ui] 
+## Edit context in UI [playground-context-ui]
+```{applies_to}
+stack: preview 9.0.0, unavailable 9.1.0
+```
 
 Use the **Playground context** section in the Playground UI to adjust the number of documents and fields sent to the LLM.
 
diff --git a/solutions/search/rag/playground-query.md b/solutions/search/rag/playground-query.md
index cba2b39aeb..0c0f4e09ab 100644
--- a/solutions/search/rag/playground-query.md
+++ b/solutions/search/rag/playground-query.md
@@ -2,19 +2,14 @@
 mapped_pages:
   - https://www.elastic.co/guide/en/kibana/current/playground-query.html
 applies_to:
-  stack:
-  serverless:
+  stack: preview 9.0, beta 9.1
+  serverless: beta
 products:
   - id: kibana
 ---
 
 # View and modify queries [playground-query]
 
-::::{warning}
-This functionality is in technical preview and may be changed or removed in a future release. Elastic will work to fix any issues, but features in technical preview are not subject to the support SLA of official GA features.
-::::
-
-
 Once you’ve set up your chat interface, you can start chatting with the model. Playground will automatically generate {{es}} queries based on your questions, and retrieve the most relevant documents from your {{es}} indices. The Playground UI enables you to view and modify these queries.
 
 * Select the **Query** tab to open the visual query editor.
diff --git a/solutions/search/rag/playground-troubleshooting.md b/solutions/search/rag/playground-troubleshooting.md
index 66318aaac6..a928828ede 100644
--- a/solutions/search/rag/playground-troubleshooting.md
+++ b/solutions/search/rag/playground-troubleshooting.md
@@ -3,19 +3,14 @@ navigation_title: Troubleshooting
 mapped_pages:
   - https://www.elastic.co/guide/en/kibana/current/playground-troubleshooting.html
 applies_to:
-  stack:
-  serverless:
+  stack: preview 9.0, beta 9.1
+  serverless: beta
 products:
   - id: kibana
 ---
 
 # Troubleshooting RAG Playground [playground-troubleshooting]
 
-::::{warning}
-This functionality is in technical preview and may be changed or removed in a future release. Elastic will work to fix any issues, but features in technical preview are not subject to the support SLA of official GA features.
-::::
-
-
 Dense vectors are not searchable
 :   Embeddings must be generated using the [inference processor](elasticsearch://reference/enrich-processor/inference-processor.md) with an ML node.
 
diff --git a/solutions/search/rag/playground.md b/solutions/search/rag/playground.md
index 10078b3fcc..1110510ec2 100644
--- a/solutions/search/rag/playground.md
+++ b/solutions/search/rag/playground.md
@@ -74,6 +74,9 @@ To use Playground, you’ll need the following:
 
 3. An account with a **supported LLM provider**. Playground supports the following:
 
+    * **Elastic**
+        * [Elastic Managed LLM](kibana://reference/connectors-kibana/elastic-managed-llm.md)
+
     * **Amazon Bedrock**
 
         * Anthropic: Claude 3.5 Sonnet
@@ -92,8 +95,7 @@ To use Playground, you’ll need the following:
 
     * **Google**
 
-        * Google Gemini 1.5 Pro
-        * Google Gemini 1.5 Flash
+        * Google Gemini 2.5 Pro
 
 ::::{tip}
 :name: playground-local-llms