ai-services url

Author: eric-urban

articles/advisor/advisor-reference-operational-excellence-recommendations.md

@@ -98,13 +98,13 @@ TLS versions 1.0 and 1.1 are known to be susceptible to security attacks, and ha
 
 Learn more about [Redis Cache Server - TLSVersion (TLS versions 1.0 and 1.1 are known to be susceptible to security attacks, and have other Common Vulnerabilities and Exposures (CVE) weaknesses.)](https://aka.ms/TLSVersions).
 
-## Cognitive Services
+## Azure AI services
 
 ### Upgrade to the latest version of the Immersive Reader SDK
 
 We have identified resources under this subscription using outdated versions of the Immersive Reader SDK. Using the latest version of the Immersive Reader SDK provides you with updated security, performance and an expanded set of features for customizing and enhancing your integration experience.
 
-Learn more about [Cognitive Service - ImmersiveReaderSDKRecommendation (Upgrade to the latest version of the Immersive Reader SDK)](https://aka.ms/ImmersiveReaderAzureAdvisorSDKLearnMore).
+Learn more about [Azure AI Immersive Reader](/azure/ai-services/immersive-reader/).
 
 ## Compute
 

articles/advisor/advisor-reference-performance-recommendations.md

@@ -109,37 +109,19 @@ The latest version of Azure Front Door Standard and Premium Client Library or SD
 
 Learn more about [Front Door Profile - UpgradeCDNToLatestSDKLanguage (Upgrade SDK version recommendation)](https://aka.ms/afd/tiercomparison).
 
-## Cognitive Services
+## Azure AI services
 
 ### 429 Throttling Detected on this resource
 
 We observed that there have been 1,000 or more 429 throttling errors on this resource in a one day timeframe.  Consider enabling autoscale to better handle higher call volumes and reduce the number of 429 errors.
 
-Learn more about [Cognitive Service - AzureAdvisor429LimitHit (429 Throttling Detected on this resource)](/azure/ai-services/autoscale?tabs=portal).
+Learn more about [Azure AI services autoscale](/azure/ai-services/autoscale?tabs=portal).
 
-### Upgrade to the latest Cognitive Service Text Analytics API version
+### Upgrade to the latest Azure AI Language SDK version
 
-Upgrade to the latest API version to get the best results in terms of model quality, performance and service availability. Also there are new features available as new endpoints starting from V3.0 such as personally identifiable information recognition, entity recognition and entity linking available as separate endpoints. In terms of changes in preview endpoints we have opinion mining in SA endpoint, redacted text property in personally identifiable information endpoint
+Upgrade to the latest SDK version to get the best results in terms of model quality, performance and service availability. Also there are new features available as new endpoints starting from V3.0 such as personally identifiable information recognition, Entity recognition and entity linking available as separate endpoints. In terms of changes in preview endpoints we have Opinion Mining in SA endpoint, redacted text property in personally identifiable information endpoint.
 
-Learn more about [Cognitive Service - UpgradeToLatestAPI (Upgrade to the latest Cognitive Service Text Analytics API version)](/azure/ai-services/language-service/overview).
-
-### Upgrade to the latest API version of Azure Cognitive Service for Language
-
-Upgrade to the latest API version to get the best results in terms of model quality, performance and service availability.
-
-Learn more about [Cognitive Service - UpgradeToLatestAPILanguage (Upgrade to the latest API version of Azure Cognitive Service for Language)](https://aka.ms/language-api).
-
-### Upgrade to the latest Cognitive Service Text Analytics SDK version
-
-Upgrade to the latest SDK version to get the best results in terms of model quality, performance and service availability. Also there are new features available as new endpoints starting from V3.0 such as personally identifiable information recognition, Entity recognition and entity linking available as separate endpoints. In terms of changes in preview endpoints we have Opinion Mining in SA endpoint, redacted text property in personally identifiable information endpoint
-
-Learn more about [Cognitive Service - UpgradeToLatestSDK (Upgrade to the latest Cognitive Service Text Analytics SDK version)](/azure/ai-services/text-analytics/quickstarts/text-analytics-sdk?tabs=version-3-1&pivots=programming-language-csharp).
-
-### Upgrade to the latest Cognitive Service Language SDK version
-
-Upgrade to the latest SDK version to get the best results in terms of model quality, performance and service availability.
-
-Learn more about [Cognitive Service - UpgradeToLatestSDKLanguage (Upgrade to the latest Cognitive Service Language SDK version)](https://aka.ms/language-api).
+Learn more about [Azure AI Language](/azure/ai-services/language-service/language-detection/overview).
 
 ## Communication services