freshness

Author: Blackmist

articles/ai-studio/how-to/autoscale.md

@@ -8,17 +8,15 @@ ms.custom:
   - ignite-2023
   - build-2024
 ms.topic: how-to
-ms.date: 5/21/2024
+ms.date: 12/09/2024
 ms.reviewer: siarora
 ms.author: larryfr
 author: Blackmist
 ---
 
 # Autoscale Azure AI limits
 
-[!INCLUDE [feature-preview](../includes/feature-preview.md)]
-
-This article provides guidance for how you can manage and increase quotas for resources with Azure AI Foundry.
+This article provides guidance for how you can manage and increase quotas for Azure AI serevices resources with Azure AI Foundry.
 
 ## Overview
 
@@ -61,7 +59,7 @@ By default, Azure AI services resources have a default rate limit of 10 TPS. If
 
 ### Does autoscale increase my Azure spend? 
 
-Azure AI services pricing hasn't changed and can be accessed [here](https://azure.microsoft.com/pricing/details/cognitive-services/). We'll only bill for successful calls made to Azure AI services APIs. However, increased call rate limits mean more transactions are completed, and you might receive a higher bill.
+Azure AI services pricing hasn't changed and can be viewed from the [pricing page](https://azure.microsoft.com/pricing/details/cognitive-services/). We'll only bill for successful calls made to Azure AI services APIs. However, increased call rate limits mean more transactions are completed, and you might receive a higher bill.
 
 Be aware of potential errors and their consequences. If a bug in your client application causes it to call the service hundreds of times per second, that would likely lead to a higher bill, whereas the cost would be much more limited under a fixed rate limit. Errors of this kind are your responsibility. We highly recommend that you perform development and client update tests against a resource with a fixed rate limit prior to using the autoscale feature.