diff --git a/docs/content/patterns/artificial intelligence/_index.md b/docs/content/patterns/artificial intelligence/_index.md
index 9fd7b12e1..5f505d814 100644
--- a/docs/content/patterns/artificial intelligence/_index.md	
+++ b/docs/content/patterns/artificial intelligence/_index.md	
@@ -40,4 +40,4 @@ Running AI workloads on Azure infrastructure involves monitoring each of the com
 
 ### AI Specialized Workload Patterns
 
-#### GPT-RAG (coming soon)
+#### [GPT-RAG](./rag/)
diff --git a/docs/content/patterns/artificial intelligence/rag/_index.md b/docs/content/patterns/artificial intelligence/rag/_index.md
new file mode 100644
index 000000000..47325a2da
--- /dev/null
+++ b/docs/content/patterns/artificial intelligence/rag/_index.md	
@@ -0,0 +1,20 @@
+---
+title: GPT-RAG
+geekdocCollapseSection: true
+---
+
+## Overview
+
+The Retrieval-Augmented Generation (RAG) pattern is an industry-standard approach to building applications that use large language models to reason over specific or proprietary data that is not already known to the large language model.
+
+This page provides the alert settings for AI RAG pattern setup. It contains relevant metrics and threshold recommendations for key services involved in a RAG pattern architecture.For a reference architecture design of RAG, see [GPT-RAG](https://github.com/Azure/GPT-RAG).
+
+Below is a basic architecture of RAG implementation
+
+![RAG Basic Architecture](https://github.com/Azure/GPT-RAG/blob/main/media/architecture-GPT-RAG-Basic.png?raw=true)
+
+We may update these settings as we continue to work with a breadth of customers.
+
+## Alerts
+
+{{< ragMetricAlerts >}}
diff --git a/docs/layouts/shortcodes/ragMetricAlerts.html b/docs/layouts/shortcodes/ragMetricAlerts.html
new file mode 100644
index 000000000..3bc9f6ab3
--- /dev/null
+++ b/docs/layouts/shortcodes/ragMetricAlerts.html
@@ -0,0 +1,95 @@
+<div><table>
+  <tr>
+    <th>Alert Name</th>
+    <th>Component</th>
+    <th>Metric</th>
+    <th>Aggregation</th>
+    <th>Operator</th>
+    <th>Threshold</th>
+    <th>Window</th>
+    <th>Frequency</th>
+    <th>Severity</th>
+    <th>Scope</th>
+    <th>Support for Multiple Resources</th>
+    <th>Verified</th>
+    <th>References</th>
+  </tr>
+
+{{ range $category, $types := $.Site.Data  }}
+  {{ range $type, $rules := $types }}
+    {{ range $rules.alerts }}
+      {{ if or (eq .visible true) (eq $.Site.Params.ambaDevMode true) }}
+        {{ if and (eq .type "Metric") (in .tags "rag") }}
+          {{ $data := newScratch }}
+          {{ if isset . "deployments" }}
+            {{ range where .deployments "type" "Policy" }}
+              {{ if and (in .tags "rag") }}
+                {{ $data.Set "name" .name }}
+                {{ $data.Set "url" (relURL (path.Join "services" $category $type .template)) }}
+                {{ $data.Set "scope" .properties.scope }}
+                {{ $data.Set "multiResource" .properties.multiResource }}
+              {{ end }}
+            {{ end }}
+          {{ end }}
+          <tr>
+            <td>
+              <a href='{{ $data.Get "url" }}'>{{ $data.Get "name" }}</a>
+            </td>
+            <td>
+              {{ .properties.metricNamespace }}
+            </td>
+            <td>
+              {{ .properties.metricName }}
+            </td>
+            <td>
+              {{ .properties.timeAggregation }}
+            </td>
+            <td>
+              {{ .properties.operator }}
+            </td>
+            <td>
+              {{ if eq .properties.criterionType "DynamicThresholdCriterion" }}
+                dynamic
+              {{ else }}
+                {{ .properties.threshold }}
+              {{ end }}
+            </td>
+            <td>
+              {{ .properties.windowSize }}
+            </td>
+            <td>
+              {{ .properties.evaluationFrequency }}
+            </td>
+            <td>
+              {{ .properties.severity }}
+            </td>
+            <td>
+              {{ $data.Get "scope" }}
+            </td>
+            <td>
+              {{ if ($data.Get "multiResource") }}
+                Yes
+              {{ else }}
+                No
+              {{ end }}
+            </td>
+            <td>
+              {{ if .verified }}
+                Y
+              {{ else }}
+                N
+              {{ end }}
+            </td>
+            <td>
+              {{ range .references }}
+                <a href="{{ .url }}" target="_blank">{{ .name }}</a>
+              {{ end }}
+            </td>
+          </tr>
+        {{ end }}
+      {{ end }}
+    {{ end }}
+  {{ end }}
+{{ end }}
+
+</table></div>
diff --git a/services/CognitiveServices/accounts/alerts.yaml b/services/CognitiveServices/accounts/alerts.yaml
index f99b399b6..cbe2ac4e8 100644
--- a/services/CognitiveServices/accounts/alerts.yaml
+++ b/services/CognitiveServices/accounts/alerts.yaml
@@ -6,6 +6,7 @@
   tags:
   - auto-generated
   - agc-1205
+  - rag
   properties:
     metricName: TotalCalls
     metricNamespace: Microsoft.CognitiveServices/accounts
@@ -26,6 +27,7 @@
   tags:
   - auto-generated
   - agc-1052
+  - rag
   properties:
     metricName: TotalErrors
     metricNamespace: Microsoft.CognitiveServices/accounts
@@ -45,6 +47,7 @@
   tags:
   - auto-generated
   - agc-882
+  - rag
   properties:
     metricName: Latency
     metricNamespace: Microsoft.CognitiveServices/accounts
@@ -65,6 +68,7 @@
   tags:
   - auto-generated
   - agc-852
+  - rag
   properties:
     metricName: SuccessRate
     metricNamespace: Microsoft.CognitiveServices/accounts
@@ -84,6 +88,7 @@
   tags:
   - auto-generated
   - agc-606
+  - rag
   properties:
     metricName: ServerErrors
     metricNamespace: Microsoft.CognitiveServices/accounts
@@ -103,6 +108,7 @@
   tags:
   - auto-generated
   - agc-530
+  - rag
   properties:
     metricName: TokenTransaction
     metricNamespace: Microsoft.CognitiveServices/accounts
@@ -122,6 +128,7 @@
   tags:
   - auto-generated
   - agc-468
+  - rag
   properties:
     metricName: BlockedCalls
     metricNamespace: Microsoft.CognitiveServices/accounts
@@ -141,6 +148,7 @@
   tags:
   - auto-generated
   - agc-420
+  - rag
   properties:
     metricName: ClientErrors
     metricNamespace: Microsoft.CognitiveServices/accounts
@@ -157,7 +165,9 @@
   type: Metric
   verified: false
   visible: false
-  tags: manual-ck
+  tags:
+  - manual-ck
+  - rag
   properties:
     metricName: ActionFeaturesIdOccurrences
     metricNamespace: Microsoft.CognitiveServices/accounts
@@ -174,7 +184,9 @@
   type: Metric
   verified: false
   visible: false
-  tags: manual-ck
+  tags:
+  - manual-ck
+  - rag
   properties:
     metricName: ActionFeaturesPerEvent
     metricNamespace: Microsoft.CognitiveServices/accounts
@@ -191,7 +203,9 @@
   type: Metric
   verified: false
   visible: false
-  tags: manual-ck
+  tags:
+  - manual-ck
+  - rag
   properties:
     metricName: ActionIfOccurrence
     metricNamespace: Microsoft.CognitiveServices/accounts
@@ -208,7 +222,9 @@
   type: Metric
   verified: false
   visible: false
-  tags: manual-ck
+  tags:
+  - manual-ck
+  - rag
   properties:
     metricName: ActionNamespacePerEvent
     metricNamespace: Microsoft.CognitiveServices/accounts
@@ -225,7 +241,9 @@
   type: Metric
   verified: false
   visible: false
-  tags: manual-ck
+  tags:
+  - manual-ck
+  - rag
   properties:
     metricName: ActionPerEvent
     metricNamespace: Microsoft.CognitiveServices/accounts
@@ -242,7 +260,9 @@
   type: Metric
   verified: false
   visible: false
-  tags: manual-ck
+  tags:
+  - manual-ck
+  - rag
   properties:
     metricName: ActiveTokens
     metricNamespace: Microsoft.CognitiveServices/accounts
@@ -259,7 +279,9 @@
   type: Metric
   verified: false
   visible: false
-  tags: manual-ck
+  tags:
+  - manual-ck
+  - rag
   properties:
     metricName: AudioSecondsTranscribed
     metricNamespace: Microsoft.CognitiveServices/accounts
@@ -276,7 +298,9 @@
   type: Metric
   verified: false
   visible: false
-  tags: manual-ck
+  tags:
+  - manual-ck
+  - rag
   properties:
     metricName: AudioSecondsTranslated
     metricNamespace: Microsoft.CognitiveServices/accounts
@@ -293,7 +317,9 @@
   type: Metric
   verified: false
   visible: false
-  tags: manual-ck
+  tags:
+  - manual-ck
+  - rag
   properties:
     metricName: AvatarModelHostingSeconds
     metricNamespace: Microsoft.CognitiveServices/accounts
@@ -310,7 +336,9 @@
   type: Metric
   verified: true
   visible: true
-  tags: manual-ck
+  tags:
+  - manual-ck
+  - rag
   properties:
     metricName: AzureOpenAIContextTokensCacheMatchRate
     metricNamespace: Microsoft.CognitiveServices/accounts
@@ -327,7 +355,9 @@
   type: Metric
   verified: false
   visible: false
-  tags: manual-ck
+  tags:
+  - manual-ck
+  - rag
   properties:
     metricName: AzureOpenAIProvisionedManagedUtilization
     metricNamespace: Microsoft.CognitiveServices/accounts
@@ -344,7 +374,9 @@
   type: Metric
   verified: true
   visible: true
-  tags: manual-ck
+  tags:
+  - manual-ck
+  - rag
   properties:
     metricName: AzureOpenAIProvisionedManagedUtilizationV2
     metricNamespace: Microsoft.CognitiveServices/accounts
@@ -361,7 +393,9 @@
   type: Metric
   verified: false
   visible: false
-  tags: manual-ck
+  tags:
+  - manual-ck
+  - rag
   properties:
     metricName: AzureOpenAIRequests
     metricNamespace: Microsoft.CognitiveServices/accounts
@@ -378,7 +412,9 @@
   type: Metric
   verified: true
   visible: true
-  tags: manual-ck
+  tags:
+  - manual-ck
+  - rag
   properties:
     metricName: AzureOpenAITimeToResponse
     metricNamespace: Microsoft.CognitiveServices/accounts
@@ -395,7 +431,9 @@
   type: Metric
   verified: false
   visible: false
-  tags: manual-ck
+  tags:
+  - manual-ck
+  - rag
   properties:
     metricName: BaselineEstimatorOverallReward
     metricNamespace: Microsoft.CognitiveServices/accounts
@@ -412,7 +450,9 @@
   type: Metric
   verified: false
   visible: false
-  tags: manual-ck
+  tags:
+  - manual-ck
+  - rag
   properties:
     metricName: BaselineEstimatorSlotReward
     metricNamespace: Microsoft.CognitiveServices/accounts
@@ -429,7 +469,9 @@
   type: Metric
   verified: false
   visible: false
-  tags: manual-ck
+  tags:
+  - manual-ck
+  - rag
   properties:
     metricName: BaselineRandomEstimatorOverallReward
     metricNamespace: Microsoft.CognitiveServices/accounts
@@ -446,7 +488,9 @@
   type: Metric
   verified: false
   visible: false
-  tags: manual-ck
+  tags:
+  - manual-ck
+  - rag
   properties:
     metricName: BaselineRandomEstimatorSlotReward
     metricNamespace: Microsoft.CognitiveServices/accounts
@@ -463,7 +507,9 @@
   type: Metric
   verified: false
   visible: false
-  tags: manual-ck
+  tags:
+  - manual-ck
+  - rag
   properties:
     metricName: BaselineRandomEventCount
     metricNamespace: Microsoft.CognitiveServices/accounts
@@ -480,7 +526,9 @@
   type: Metric
   verified: false
   visible: false
-  tags: manual-ck
+  tags:
+  - manual-ck
+  - rag
   properties:
     metricName: BaselineRandomReward
     metricNamespace: Microsoft.CognitiveServices/accounts
@@ -497,7 +545,9 @@
   type: Metric
   verified: false
   visible: false
-  tags: manual-ck
+  tags:
+  - manual-ck
+  - rag
   properties:
     metricName: BlockedCalls
     metricNamespace: Microsoft.CognitiveServices/accounts
@@ -514,7 +564,9 @@
   type: Metric
   verified: false
   visible: false
-  tags: manual-ck
+  tags:
+  - manual-ck
+  - rag
   properties:
     metricName: CarnegieInferenceCount
     metricNamespace: Microsoft.CognitiveServices/accounts
@@ -531,7 +583,9 @@
   type: Metric
   verified: false
   visible: false
-  tags: manual-ck
+  tags:
+  - manual-ck
+  - rag
   properties:
     metricName: ClientErrors
     metricNamespace: Microsoft.CognitiveServices/accounts
@@ -548,7 +602,9 @@
   type: Metric
   verified: false
   visible: false
-  tags: manual-ck
+  tags:
+  - manual-ck
+  - rag
   properties:
     metricName: ComputerVisionTransactions
     metricNamespace: Microsoft.CognitiveServices/accounts
@@ -565,7 +621,9 @@
   type: Metric
   verified: false
   visible: false
-  tags: manual-ck
+  tags:
+  - manual-ck
+  - rag
   properties:
     metricName: ContentSafetyImageAnalyzeRequestCount
     metricNamespace: Microsoft.CognitiveServices/accounts
@@ -582,7 +640,9 @@
   type: Metric
   verified: false
   visible: false
-  tags: manual-ck
+  tags:
+  - manual-ck
+  - rag
   properties:
     metricName: ContentSafetyTextAnalyzeRequestCount
     metricNamespace: Microsoft.CognitiveServices/accounts
@@ -599,7 +659,9 @@
   type: Metric
   verified: false
   visible: false
-  tags: manual-ck
+  tags:
+  - manual-ck
+  - rag
   properties:
     metricName: ContextFeatureIdOccurrences
     metricNamespace: Microsoft.CognitiveServices/accounts
@@ -616,7 +678,9 @@
   type: Metric
   verified: false
   visible: false
-  tags: manual-ck
+  tags:
+  - manual-ck
+  - rag
   properties:
     metricName: ContextFeaturesPerEvent
     metricNamespace: Microsoft.CognitiveServices/accounts
@@ -633,7 +697,9 @@
   type: Metric
   verified: false
   visible: false
-  tags: manual-ck
+  tags:
+  - manual-ck
+  - rag
   properties:
     metricName: ContextNamespacesPerEvent
     metricNamespace: Microsoft.CognitiveServices/accounts
@@ -650,7 +716,9 @@
   type: Metric
   verified: false
   visible: false
-  tags: manual-ck
+  tags:
+  - manual-ck
+  - rag
   properties:
     metricName: CustomVisionTrainingTime
     metricNamespace: Microsoft.CognitiveServices/accounts
@@ -667,7 +735,9 @@
   type: Metric
   verified: false
   visible: false
-  tags: manual-ck
+  tags:
+  - manual-ck
+  - rag
   properties:
     metricName: CustomVisionTransactions
     metricNamespace: Microsoft.CognitiveServices/accounts
@@ -684,7 +754,9 @@
   type: Metric
   verified: false
   visible: false
-  tags: manual-ck
+  tags:
+  - manual-ck
+  - rag
   properties:
     metricName: DataIn
     metricNamespace: Microsoft.CognitiveServices/accounts
@@ -701,7 +773,9 @@
   type: Metric
   verified: false
   visible: false
-  tags: manual-ck
+  tags:
+  - manual-ck
+  - rag
   properties:
     metricName: DataOut
     metricNamespace: Microsoft.CognitiveServices/accounts
@@ -718,7 +792,9 @@
   type: Metric
   verified: false
   visible: false
-  tags: manual-ck
+  tags:
+  - manual-ck
+  - rag
   properties:
     metricName: DocumentCharactersTranslated
     metricNamespace: Microsoft.CognitiveServices/accounts
@@ -735,7 +811,9 @@
   type: Metric
   verified: false
   visible: false
-  tags: manual-ck
+  tags:
+  - manual-ck
+  - rag
   properties:
     metricName: DocumentCustomCharactersTranslated
     metricNamespace: Microsoft.CognitiveServices/accounts
@@ -752,7 +830,9 @@
   type: Metric
   verified: false
   visible: false
-  tags: manual-ck
+  tags:
+  - manual-ck
+  - rag
   properties:
     metricName: FaceImagesTrained
     metricNamespace: Microsoft.CognitiveServices/accounts
@@ -769,7 +849,9 @@
   type: Metric
   verified: false
   visible: false
-  tags: manual-ck
+  tags:
+  - manual-ck
+  - rag
   properties:
     metricName: FacesStored
     metricNamespace: Microsoft.CognitiveServices/accounts
@@ -786,7 +868,9 @@
   type: Metric
   verified: false
   visible: false
-  tags: manual-ck
+  tags:
+  - manual-ck
+  - rag
   properties:
     metricName: FaceTransactions
     metricNamespace: Microsoft.CognitiveServices/accounts
@@ -803,7 +887,9 @@
   type: Metric
   verified: false
   visible: false
-  tags: manual-ck
+  tags:
+  - manual-ck
+  - rag
   properties:
     metricName: FeatureCardinality_Action
     metricNamespace: Microsoft.CognitiveServices/accounts
@@ -820,7 +906,9 @@
   type: Metric
   verified: false
   visible: false
-  tags: manual-ck
+  tags:
+  - manual-ck
+  - rag
   properties:
     metricName: FeatureCardinality_Context
     metricNamespace: Microsoft.CognitiveServices/accounts
@@ -837,7 +925,9 @@
   type: Metric
   verified: false
   visible: false
-  tags: manual-ck
+  tags:
+  - manual-ck
+  - rag
   properties:
     metricName: FeatureCardinality_Slot
     metricNamespace: Microsoft.CognitiveServices/accounts
@@ -854,7 +944,9 @@
   type: Metric
   verified: false
   visible: false
-  tags: manual-ck
+  tags:
+  - manual-ck
+  - rag
   properties:
     metricName: FineTunedTrainingHours
     metricNamespace: Microsoft.CognitiveServices/accounts
@@ -871,7 +963,9 @@
   type: Metric
   verified: false
   visible: false
-  tags: manual-ck
+  tags:
+  - manual-ck
+  - rag
   properties:
     metricName: GeneratedTokens
     metricNamespace: Microsoft.CognitiveServices/accounts
@@ -888,7 +982,9 @@
   type: Metric
   verified: false
   visible: false
-  tags: manual-ck
+  tags:
+  - manual-ck
+  - rag
   properties:
     metricName: ImagesStored
     metricNamespace: Microsoft.CognitiveServices/accounts
@@ -905,7 +1001,9 @@
   type: Metric
   verified: false
   visible: false
-  tags: manual-ck
+  tags:
+  - manual-ck
+  - rag
   properties:
     metricName: Latency
     metricNamespace: Microsoft.CognitiveServices/accounts
@@ -922,7 +1020,9 @@
   type: Metric
   verified: false
   visible: false
-  tags: manual-ck
+  tags:
+  - manual-ck
+  - rag
   properties:
     metricName: LearnedEvents
     metricNamespace: Microsoft.CognitiveServices/accounts
@@ -939,7 +1039,9 @@
   type: Metric
   verified: false
   visible: false
-  tags: manual-ck
+  tags:
+  - manual-ck
+  - rag
   properties:
     metricName: LUISSpeechRequests
     metricNamespace: Microsoft.CognitiveServices/accounts
@@ -956,7 +1058,9 @@
   type: Metric
   verified: false
   visible: false
-  tags: manual-ck
+  tags:
+  - manual-ck
+  - rag
   properties:
     metricName: LUISTextRequests
     metricNamespace: Microsoft.CognitiveServices/accounts
@@ -973,7 +1077,9 @@
   type: Metric
   verified: false
   visible: false
-  tags: manual-ck
+  tags:
+  - manual-ck
+  - rag
   properties:
     metricName: MatchedRewards
     metricNamespace: Microsoft.CognitiveServices/accounts
@@ -990,7 +1096,9 @@
   type: Metric
   verified: false
   visible: false
-  tags: manual-ck
+  tags:
+  - manual-ck
+  - rag
   properties:
     metricName: NonActivatedEvents
     metricNamespace: Microsoft.CognitiveServices/accounts
@@ -1007,7 +1115,9 @@
   type: Metric
   verified: false
   visible: false
-  tags: manual-ck
+  tags:
+  - manual-ck
+  - rag
   properties:
     metricName: NumberOfSlots
     metricNamespace: Microsoft.CognitiveServices/accounts
@@ -1024,7 +1134,9 @@
   type: Metric
   verified: false
   visible: false
-  tags: manual-ck
+  tags:
+  - manual-ck
+  - rag
   properties:
     metricName: NumberofSpeakerProfiles
     metricNamespace: Microsoft.CognitiveServices/accounts
@@ -1041,7 +1153,9 @@
   type: Metric
   verified: false
   visible: false
-  tags: manual-ck
+  tags:
+  - manual-ck
+  - rag
   properties:
     metricName: ObservedRewards
     metricNamespace: Microsoft.CognitiveServices/accounts
@@ -1058,7 +1172,9 @@
   type: Metric
   verified: false
   visible: false
-  tags: manual-ck
+  tags:
+  - manual-ck
+  - rag
   properties:
     metricName: OneDocumentCharactersTranslated
     metricNamespace: Microsoft.CognitiveServices/accounts
@@ -1075,7 +1191,9 @@
   type: Metric
   verified: false
   visible: false
-  tags: manual-ck
+  tags:
+  - manual-ck
+  - rag
   properties:
     metricName: OnlineEstimatorOverallReward
     metricNamespace: Microsoft.CognitiveServices/accounts
@@ -1092,7 +1210,9 @@
   type: Metric
   verified: false
   visible: false
-  tags: manual-ck
+  tags:
+  - manual-ck
+  - rag
   properties:
     metricName: OnlineEstimatorSlotReward
     metricNamespace: Microsoft.CognitiveServices/accounts
@@ -1109,7 +1229,9 @@
   type: Metric
   verified: false
   visible: false
-  tags: manual-ck
+  tags:
+  - manual-ck
+  - rag
   properties:
     metricName: OnlineEventCount
     metricNamespace: Microsoft.CognitiveServices/accounts
@@ -1126,7 +1248,9 @@
   type: Metric
   verified: false
   visible: false
-  tags: manual-ck
+  tags:
+  - manual-ck
+  - rag
   properties:
     metricName: OnlineReward
     metricNamespace: Microsoft.CognitiveServices/accounts
@@ -1143,7 +1267,9 @@
   type: Metric
   verified: false
   visible: false
-  tags: manual-ck
+  tags:
+  - manual-ck
+  - rag
   properties:
     metricName: ProcessedCharacters
     metricNamespace: Microsoft.CognitiveServices/accounts
@@ -1160,7 +1286,9 @@
   type: Metric
   verified: false
   visible: false
-  tags: manual-ck
+  tags:
+  - manual-ck
+  - rag
   properties:
     metricName: ProcessedHealthTextRecords
     metricNamespace: Microsoft.CognitiveServices/accounts
@@ -1177,7 +1305,9 @@
   type: Metric
   verified: false
   visible: false
-  tags: manual-ck
+  tags:
+  - manual-ck
+  - rag
   properties:
     metricName: ProcessedImages
     metricNamespace: Microsoft.CognitiveServices/accounts
@@ -1194,7 +1324,9 @@
   type: Metric
   verified: false
   visible: false
-  tags: manual-ck
+  tags:
+  - manual-ck
+  - rag
   properties:
     metricName: ProcessedPages
     metricNamespace: Microsoft.CognitiveServices/accounts
@@ -1211,7 +1343,9 @@
   type: Metric
   verified: false
   visible: false
-  tags: manual-ck
+  tags:
+  - manual-ck
+  - rag
   properties:
     metricName: ProcessedPromptTokens
     metricNamespace: Microsoft.CognitiveServices/accounts
@@ -1228,7 +1362,9 @@
   type: Metric
   verified: false
   visible: false
-  tags: manual-ck
+  tags:
+  - manual-ck
+  - rag
   properties:
     metricName: ProcessedTextRecords
     metricNamespace: Microsoft.CognitiveServices/accounts
@@ -1245,7 +1381,9 @@
   type: Metric
   verified: false
   visible: false
-  tags: manual-ck
+  tags:
+  - manual-ck
+  - rag
   properties:
     metricName: QuestionAnsweringTextRecords
     metricNamespace: Microsoft.CognitiveServices/accounts
@@ -1262,7 +1400,9 @@
   type: Metric
   verified: false
   visible: false
-  tags: manual-ck
+  tags:
+  - manual-ck
+  - rag
   properties:
     metricName: RAIAbusiveUsersCount
     metricNamespace: Microsoft.CognitiveServices/accounts
@@ -1279,7 +1419,9 @@
   type: Metric
   verified: false
   visible: false
-  tags: manual-ck
+  tags:
+  - manual-ck
+  - rag
   properties:
     metricName: RAIHarmfulRequests
     metricNamespace: Microsoft.CognitiveServices/accounts
@@ -1296,7 +1438,9 @@
   type: Metric
   verified: false
   visible: false
-  tags: manual-ck
+  tags:
+  - manual-ck
+  - rag
   properties:
     metricName: RAIRejectedRequests
     metricNamespace: Microsoft.CognitiveServices/accounts
@@ -1313,7 +1457,9 @@
   type: Metric
   verified: false
   visible: false
-  tags: manual-ck
+  tags:
+  - manual-ck
+  - rag
   properties:
     metricName: RAISystemEvent
     metricNamespace: Microsoft.CognitiveServices/accounts
@@ -1330,7 +1476,9 @@
   type: Metric
   verified: false
   visible: false
-  tags: manual-ck
+  tags:
+  - manual-ck
+  - rag
   properties:
     metricName: RAITotalRequests
     metricNamespace: Microsoft.CognitiveServices/accounts
@@ -1347,7 +1495,9 @@
   type: Metric
   verified: false
   visible: false
-  tags: manual-ck
+  tags:
+  - manual-ck
+  - rag
   properties:
     metricName: Ratelimit
     metricNamespace: Microsoft.CognitiveServices/accounts
@@ -1364,7 +1514,9 @@
   type: Metric
   verified: false
   visible: false
-  tags: manual-ck
+  tags:
+  - manual-ck
+  - rag
   properties:
     metricName: Reward
     metricNamespace: Microsoft.CognitiveServices/accounts
@@ -1381,7 +1533,9 @@
   type: Metric
   verified: false
   visible: false
-  tags: manual-ck
+  tags:
+  - manual-ck
+  - rag
   properties:
     metricName: ServerErrors
     metricNamespace: Microsoft.CognitiveServices/accounts
@@ -1398,7 +1552,9 @@
   type: Metric
   verified: false
   visible: false
-  tags: manual-ck
+  tags:
+  - manual-ck
+  - rag
   properties:
     metricName: SlotFeatureIdOccurrences
     metricNamespace: Microsoft.CognitiveServices/accounts
@@ -1415,7 +1571,9 @@
   type: Metric
   verified: false
   visible: false
-  tags: manual-ck
+  tags:
+  - manual-ck
+  - rag
   properties:
     metricName: SlotFeaturesPerEvent
     metricNamespace: Microsoft.CognitiveServices/accounts
@@ -1432,7 +1590,9 @@
   type: Metric
   verified: false
   visible: false
-  tags: manual-ck
+  tags:
+  - manual-ck
+  - rag
   properties:
     metricName: SlotIdOccurrences
     metricNamespace: Microsoft.CognitiveServices/accounts
@@ -1449,7 +1609,9 @@
   type: Metric
   verified: false
   visible: false
-  tags: manual-ck
+  tags:
+  - manual-ck
+  - rag
   properties:
     metricName: SlotNamespacesPerEvent
     metricNamespace: Microsoft.CognitiveServices/accounts
@@ -1466,7 +1628,9 @@
   type: Metric
   verified: false
   visible: false
-  tags: manual-ck
+  tags:
+  - manual-ck
+  - rag
   properties:
     metricName: SlotRewards
     metricNamespace: Microsoft.CognitiveServices/accounts
@@ -1483,7 +1647,9 @@
   type: Metric
   verified: false
   visible: false
-  tags: manual-ck
+  tags:
+  - manual-ck
+  - rag
   properties:
     metricName: SpeakerRecognitionTransactions
     metricNamespace: Microsoft.CognitiveServices/accounts
@@ -1500,7 +1666,9 @@
   type: Metric
   verified: false
   visible: false
-  tags: manual-ck
+  tags:
+  - manual-ck
+  - rag
   properties:
     metricName: SpeechModelHostingHours
     metricNamespace: Microsoft.CognitiveServices/accounts
@@ -1517,7 +1685,9 @@
   type: Metric
   verified: false
   visible: false
-  tags: manual-ck
+  tags:
+  - manual-ck
+  - rag
   properties:
     metricName: SpeechModelHostingHours
     metricNamespace: Microsoft.CognitiveServices/accounts
@@ -1534,7 +1704,9 @@
   type: Metric
   verified: false
   visible: false
-  tags: manual-ck
+  tags:
+  - manual-ck
+  - rag
   properties:
     metricName: SuccessfulCalls
     metricNamespace: Microsoft.CognitiveServices/accounts
@@ -1551,7 +1723,9 @@
   type: Metric
   verified: false
   visible: false
-  tags: manual-ck
+  tags:
+  - manual-ck
+  - rag
   properties:
     metricName: SuccessRate
     metricNamespace: Microsoft.CognitiveServices/accounts
@@ -1568,7 +1742,9 @@
   type: Metric
   verified: false
   visible: false
-  tags: manual-ck
+  tags:
+  - manual-ck
+  - rag
   properties:
     metricName: SynthesizedCharacters
     metricNamespace: Microsoft.CognitiveServices/accounts
@@ -1585,7 +1761,9 @@
   type: Metric
   verified: false
   visible: false
-  tags: manual-ck
+  tags:
+  - manual-ck
+  - rag
   properties:
     metricName: TextCharactersTranslated
     metricNamespace: Microsoft.CognitiveServices/accounts
@@ -1602,7 +1780,9 @@
   type: Metric
   verified: false
   visible: false
-  tags: manual-ck
+  tags:
+  - manual-ck
+  - rag
   properties:
     metricName: TextCustomCharactersTranslated
     metricNamespace: Microsoft.CognitiveServices/accounts
@@ -1619,7 +1799,9 @@
   type: Metric
   verified: false
   visible: false
-  tags: manual-ck
+  tags:
+  - manual-ck
+  - rag
   properties:
     metricName: TextTrainedCharacters
     metricNamespace: Microsoft.CognitiveServices/accounts
@@ -1636,7 +1818,9 @@
   type: Metric
   verified: false
   visible: false
-  tags: manual-ck
+  tags:
+  - manual-ck
+  - rag
   properties:
     metricName: TokenTransaction
     metricNamespace: Microsoft.CognitiveServices/accounts
@@ -1653,7 +1837,9 @@
   type: Metric
   verified: false
   visible: false
-  tags: manual-ck
+  tags:
+  - manual-ck
+  - rag
   properties:
     metricName: TotalCalls
     metricNamespace: Microsoft.CognitiveServices/accounts
@@ -1670,7 +1856,9 @@
   type: Metric
   verified: false
   visible: false
-  tags: manual-ck
+  tags:
+  - manual-ck
+  - rag
   properties:
     metricName: TotalErrors
     metricNamespace: Microsoft.CognitiveServices/accounts
@@ -1687,7 +1875,9 @@
   type: Metric
   verified: false
   visible: false
-  tags: manual-ck
+  tags:
+  - manual-ck
+  - rag
   properties:
     metricName: TotalEvents
     metricNamespace: Microsoft.CognitiveServices/accounts
@@ -1704,7 +1894,9 @@
   type: Metric
   verified: false
   visible: false
-  tags: manual-ck
+  tags:
+  - manual-ck
+  - rag
   properties:
     metricName: TotalTokenCalls
     metricNamespace: Microsoft.CognitiveServices/accounts
@@ -1721,7 +1913,9 @@
   type: Metric
   verified: false
   visible: false
-  tags: manual-ck
+  tags:
+  - manual-ck
+  - rag
   properties:
     metricName: UserBaselineEventCount
     metricNamespace: Microsoft.CognitiveServices/accounts
@@ -1738,7 +1932,9 @@
   type: Metric
   verified: false
   visible: false
-  tags: manual-ck
+  tags:
+  - manual-ck
+  - rag
   properties:
     metricName: UserBaselineReward
     metricNamespace: Microsoft.CognitiveServices/accounts
@@ -1755,7 +1951,9 @@
   type: Metric
   verified: false
   visible: false
-  tags: manual-ck
+  tags:
+  - manual-ck
+  - rag
   properties:
     metricName: VideoSecondsSynthesized
     metricNamespace: Microsoft.CognitiveServices/accounts
@@ -1772,7 +1970,9 @@
   type: Metric
   verified: false
   visible: false
-  tags: manual-ck
+  tags:
+  - manual-ck
+  - rag
   properties:
     metricName: VoiceModelHostingHours
     metricNamespace: Microsoft.CognitiveServices/accounts
@@ -1789,7 +1989,9 @@
   type: Metric
   verified: false
   visible: false
-  tags: manual-ck
+  tags:
+  - manual-ck
+  - rag
   properties:
     metricName: VoiceModelTrainingMinutes
     metricNamespace: Microsoft.CognitiveServices/accounts
diff --git a/services/DocumentDB/databaseAccounts/alerts.yaml b/services/DocumentDB/databaseAccounts/alerts.yaml
index 1333a6ffd..643c94eef 100644
--- a/services/DocumentDB/databaseAccounts/alerts.yaml
+++ b/services/DocumentDB/databaseAccounts/alerts.yaml
@@ -6,6 +6,7 @@
   tags:
   - auto-generated
   - agc-10210
+  - rag
   properties:
     metricName: TotalRequests
     metricNamespace: Microsoft.DocumentDB/databaseAccounts
@@ -39,6 +40,7 @@
   tags:
   - auto-generated
   - agc-7686
+  - rag
   properties:
     metricName: NormalizedRUConsumption
     metricNamespace: Microsoft.DocumentDB/databaseAccounts
@@ -65,6 +67,7 @@
   tags:
   - auto-generated
   - agc-5578
+  - rag
   properties:
     metricName: ServiceAvailability
     metricNamespace: Microsoft.DocumentDB/databaseAccounts
@@ -91,6 +94,7 @@
   tags:
   - auto-generated
   - agc-3381
+  - rag
   properties:
     metricName: TotalRequestUnits
     metricNamespace: Microsoft.DocumentDB/databaseAccounts
@@ -125,6 +129,7 @@
   tags:
   - auto-generated
   - agc-2201
+  - rag
   properties:
     metricName: ServerSideLatency
     metricNamespace: Microsoft.DocumentDB/databaseAccounts
@@ -151,6 +156,7 @@
   tags:
   - auto-generated
   - agc-1906
+  - rag
   properties:
     metricName: ProvisionedThroughput
     metricNamespace: Microsoft.DocumentDB/databaseAccounts
@@ -177,6 +183,7 @@
   tags:
   - auto-generated
   - agc-1531
+  - rag
   properties:
     metricName: RegionFailover
     metricNamespace: Microsoft.DocumentDB/databaseAccounts
@@ -201,6 +208,7 @@
   tags:
   - auto-generated
   - agc-1232
+  - rag
   properties:
     metricName: UpdateAccountKeys
     metricNamespace: Microsoft.DocumentDB/databaseAccounts
@@ -232,6 +240,7 @@
   tags:
   - auto-generated
   - agc-707
+  - rag
   properties:
     metricName: DataUsage
     metricNamespace: Microsoft.DocumentDB/databaseAccounts
@@ -251,6 +260,7 @@
   tags:
   - auto-generated
   - agc-518
+  - rag
   properties:
     metricName: MongoRequests
     metricNamespace: Microsoft.DocumentDB/databaseAccounts
@@ -277,6 +287,7 @@
   tags:
   - auto-generated
   - agc-448
+  - rag
   properties:
     metricName: RemoveRegion
     metricNamespace: Microsoft.DocumentDB/databaseAccounts
@@ -302,6 +313,7 @@
   tags:
   - auto-generated
   - agc-390
+  - rag
   properties:
     metricName: ReplicationLatency
     metricNamespace: Microsoft.DocumentDB/databaseAccounts
@@ -321,6 +333,7 @@
   tags:
   - auto-generated
   - agc-364
+  - rag
   properties:
     metricName: SqlContainerDelete
     metricNamespace: Microsoft.DocumentDB/databaseAccounts
@@ -345,6 +358,7 @@
   tags:
   - auto-generated
   - agc-304
+  - rag
   properties:
     metricName: OfflineRegion
     metricNamespace: Microsoft.DocumentDB/databaseAccounts
@@ -364,6 +378,7 @@
   tags:
   - auto-generated
   - agc-297
+  - rag
   properties:
     metricName: SqlDatabaseDelete
     metricNamespace: Microsoft.DocumentDB/databaseAccounts
diff --git a/services/KeyVault/vaults/alerts.yaml b/services/KeyVault/vaults/alerts.yaml
index 67672f590..79ce8b14a 100644
--- a/services/KeyVault/vaults/alerts.yaml
+++ b/services/KeyVault/vaults/alerts.yaml
@@ -5,6 +5,7 @@
   visible: true
   tags:
   - alz
+  - rag
   properties:
     category: Administrative
     operationName: Microsoft.KeyVault/vaults/delete
@@ -34,6 +35,7 @@
   visible: true
   tags:
   - alz
+  - rag
   properties:
     metricName: Availability
     metricNamespace: Microsoft.KeyVault/vaults
@@ -69,6 +71,7 @@
   visible: true
   tags:
   - alz
+  - rag
   properties:
     metricName: SaturationShoebox
     metricNamespace: Microsoft.KeyVault/vaults
@@ -104,6 +107,7 @@
   visible: true
   tags:
   - alz
+  - rag
   properties:
     metricName: ServiceApiLatency
     metricNamespace: Microsoft.KeyVault/vaults
@@ -139,6 +143,7 @@
   visible: true
   tags:
   - alz
+  - rag
   properties:
     metricName: ServiceApiResult
     metricNamespace: Microsoft.KeyVault/vaults
@@ -178,6 +183,7 @@
   tags:
   - auto-generated
   - agc-1137
+  - rag
   properties:
     metricName: ServiceApiHit
     metricNamespace: Microsoft.KeyVault/vaults
diff --git a/services/Search/searchServices/alerts.yaml b/services/Search/searchServices/alerts.yaml
index 5b1c86551..1be6e9df6 100644
--- a/services/Search/searchServices/alerts.yaml
+++ b/services/Search/searchServices/alerts.yaml
@@ -6,6 +6,7 @@
   tags:
   - auto-generated
   - agc-636
+  - rag
   properties:
     metricName: SearchLatency
     metricNamespace: Microsoft.Search/searchServices
@@ -25,6 +26,7 @@
   tags:
   - auto-generated
   - agc-613
+  - rag
   properties:
     metricName: ThrottledSearchQueriesPercentage
     metricNamespace: Microsoft.Search/searchServices
@@ -43,6 +45,7 @@
   visible: true
   tags:
   - manual
+  - rag
   properties:
     category: Administrative
     operationName: Microsoft.Search/searchServices/delete
diff --git a/services/Storage/storageAccounts/alerts.yaml b/services/Storage/storageAccounts/alerts.yaml
index 2272508ba..cd832d654 100644
--- a/services/Storage/storageAccounts/alerts.yaml
+++ b/services/Storage/storageAccounts/alerts.yaml
@@ -11,6 +11,7 @@
   - alz
   - hpc
   - alz
+  - rag
   properties:
     metricName: Availability
     metricNamespace: Microsoft.Storage/storageAccounts
@@ -47,6 +48,7 @@
   - alz
   - hpc
   - alz
+  - rag
   properties:
     metricName: Transactions
     dimensions:
@@ -140,6 +142,7 @@
   - hpc
   - auto-generated
   - agc-35128
+  - rag
   properties:
     metricName: UsedCapacity
     metricNamespace: Microsoft.Storage/storageAccounts
@@ -169,6 +172,7 @@
   - hpc
   - auto-generated
   - agc-2980
+  - rag
   properties:
     metricName: Egress
     metricNamespace: Microsoft.Storage/storageAccounts
@@ -197,6 +201,7 @@
   - hpc
   - auto-generated
   - agc-2078
+  - rag
   properties:
     metricName: Ingress
     metricNamespace: Microsoft.Storage/storageAccounts
@@ -252,6 +257,7 @@
   - hpc
   - auto-generated
   - agc-496
+  - rag
   properties:
     metricName: SuccessE2ELatency
     metricNamespace: Microsoft.Storage/storageAccounts/blobServices
@@ -280,6 +286,7 @@
   - hpc
   - auto-generated
   - agc-297
+  - rag
   properties:
     metricName: SuccessServerLatency
     metricNamespace: Microsoft.Storage/storageAccounts/blobServices
@@ -406,6 +413,7 @@
   - hpc
   - auto-generated
   - agc-1507
+  - rag
   properties:
     metricName: Transactions
     metricNamespace: Microsoft.Storage/storageAccounts/fileServices
diff --git a/services/Web/sites/alerts.yaml b/services/Web/sites/alerts.yaml
index 009487124..582ed5aa1 100644
--- a/services/Web/sites/alerts.yaml
+++ b/services/Web/sites/alerts.yaml
@@ -7,6 +7,7 @@
   tags:
   - auto-generated
   - agc-15815
+  - rag
   properties:
     metricName: AverageResponseTime
     metricNamespace: Microsoft.Web/sites
@@ -28,6 +29,7 @@
   tags:
   - auto-generated
   - agc-11669
+  - rag
   properties:
     metricName: CpuTime
     metricNamespace: Microsoft.Web/sites
@@ -61,6 +63,7 @@
   tags:
   - auto-generated
   - agc-10341
+  - rag
   properties:
     metricName: AppConnections
     metricNamespace: Microsoft.Web/sites
@@ -95,6 +98,7 @@
   tags:
   - auto-generated
   - agc-10057
+  - rag
   properties:
     metricName: RequestsInApplicationQueue
     metricNamespace: Microsoft.Web/sites
@@ -126,6 +130,7 @@
   tags:
   - auto-generated
   - agc-7758
+  - rag
   properties:
     metricName: PrivateBytes
     metricNamespace: Microsoft.Web/sites
@@ -151,6 +156,7 @@
   tags:
   - auto-generated
   - agc-7042
+  - rag
   properties:
     metricName: FileSystemUsage
     metricNamespace: Microsoft.Web/sites
@@ -178,6 +184,7 @@
   tags:
   - auto-generated
   - agc-5187
+  - rag
   properties:
     metricName: MemoryWorkingSet
     metricNamespace: Microsoft.Web/sites
@@ -205,6 +212,7 @@
   tags:
   - auto-generated
   - agc-4574
+  - rag
   properties:
     metricName: Threads
     metricNamespace: Microsoft.Web/sites
@@ -230,6 +238,7 @@
   tags:
   - auto-generated
   - agc-4499
+  - rag
   properties:
     metricName: Http401
     metricNamespace: Microsoft.Web/sites
@@ -259,6 +268,7 @@
   tags:
   - auto-generated
   - agc-4292
+  - rag
   properties:
     metricName: Requests
     metricNamespace: Microsoft.Web/sites
@@ -278,6 +288,7 @@
   tags:
   - auto-generated
   - agc-3568
+  - rag
   properties:
     metricName: FunctionExecutionCount
     metricNamespace: Microsoft.Web/sites
@@ -305,6 +316,7 @@
   tags:
   - auto-generated
   - agc-1448
+  - rag
   properties:
     metricName: BytesSent
     metricNamespace: Microsoft.Web/sites
@@ -333,6 +345,7 @@
   tags:
   - auto-generated
   - agc-992
+  - rag
   properties:
     metricName: Http406
     metricNamespace: Microsoft.Web/sites
@@ -358,6 +371,7 @@
   tags:
   - auto-generated
   - agc-988
+  - rag
   properties:
     metricName: Http3xx
     metricNamespace: Microsoft.Web/sites
@@ -386,6 +400,7 @@
   tags:
   - auto-generated
   - agc-865
+  - rag
   properties:
     metricName: WorkflowRunsFailureRate
     metricNamespace: Microsoft.Web/sites
@@ -406,6 +421,7 @@
   tags:
   - auto-generated
   - agc-836
+  - rag
   properties:
     metricName: BytesReceived
     metricNamespace: Microsoft.Web/sites
@@ -431,6 +447,7 @@
   tags:
   - auto-generated
   - agc-778
+  - rag
   properties:
     metricName: Handles
     metricNamespace: Microsoft.Web/sites
@@ -458,6 +475,7 @@
   tags:
   - auto-generated
   - agc-463
+  - rag
   properties:
     metricName: FunctionExecutionUnits
     metricNamespace: Microsoft.Web/sites
@@ -480,6 +498,7 @@
   tags:
   - auto-generated
   - agc-412
+  - rag
   properties:
     metricName: WorkflowTriggersFailureRate
     metricNamespace: Microsoft.Web/sites
@@ -500,6 +519,7 @@
   tags:
   - auto-generated
   - agc-357
+  - rag
   properties:
     metricName: Http2xx
     metricNamespace: Microsoft.Web/sites
@@ -520,6 +540,7 @@
   tags:
   - auto-generated
   - agc-252
+  - rag
   properties:
     metricName: CurrentAssemblies
     metricNamespace: Microsoft.Web/sites
@@ -540,6 +561,7 @@
   tags:
   - auto-generated
   - agc-1692
+  - rag
   properties:
     metricName: Http5xx
     metricNamespace: Microsoft.Web/sites/slots
@@ -568,6 +590,7 @@
   tags:
   - auto-generated
   - agc-662
+  - rag
   properties:
     metricName: HttpResponseTime
     metricNamespace: Microsoft.Web/sites/slots
@@ -595,6 +618,7 @@
   tags:
   - auto-generated
   - agc-486
+  - rag
   properties:
     metricName: Http4xx
     metricNamespace: Microsoft.Web/sites/slots
@@ -619,6 +643,7 @@
   tags:
   - auto-generated
   - agc-381
+  - rag
   properties:
     metricName: AverageMemoryWorkingSet
     metricNamespace: Microsoft.Web/sites/slots
@@ -638,6 +663,7 @@
   tags:
   - auto-generated
   - agc-291
+  - rag
   properties:
     metricName: HealthCheckStatus
     metricNamespace: Microsoft.Web/sites/slots
@@ -664,6 +690,7 @@
   tags:
   - auto-generated
   - agc-270
+  - rag
   properties:
     metricName: Http403
     metricNamespace: Microsoft.Web/sites/slots
@@ -683,6 +710,7 @@
   tags:
   - auto-generated
   - agc-258
+  - rag
   properties:
     metricName: Http404
     metricNamespace: Microsoft.Web/sites/slots