diff --git a/src/content/docs/style-guide/capitalization/product-capability-feature-usage.mdx b/src/content/docs/style-guide/capitalization/product-capability-feature-usage.mdx
index a93e53b85ae..5daa7ac7078 100644
--- a/src/content/docs/style-guide/capitalization/product-capability-feature-usage.mdx
+++ b/src/content/docs/style-guide/capitalization/product-capability-feature-usage.mdx
@@ -232,7 +232,7 @@ This table is kept up to date and is the source of truth for capitalization. **M
        </td>
 
       <td>
-        Do not use: AI (unless referring to AI in general and not the New Relic product)," NR AI, New Relic Grok 
+        Do not use: NR AI, New Relic Grok, or AI. Only use "AI" when talking generally about the concept of AI, but never to refer to one of our products. 
         
         Note: There are other AI tools not associated with New Relic. For these, always specify the company name to ensure readers understand that we're not referring to New Relic AI.
     </td>
@@ -248,7 +248,7 @@ Note: For more information, see our blog, [Introducing New Relic AI monitoring,
       </td>
 
       <td>
-        capability of New Relic that monitors AI apps; bridges the gap between traditional application performance monitoring (APM) and the nuanced needs of AI applications
+        capability of New Relic that monitors AI apps; it bridges the gap between traditional application performance monitoring (APM) and the nuanced needs of AI applications
       </td>
 
       <td>
@@ -561,11 +561,12 @@ Notes about features and capabilities:
       </td>
 
       <td>
-        capability of New Relic that uses AI to track IT operations; uses AI to analyze data generated by software systems, predict possible problems, determine the root cause, and drive automated fixes; AI is both a New Relic capability and a generic term; using real-time data to track the uptime and reliability of an application
+        capability of New Relic that uses AI to track IT operations; it uses AI to analyze data generated by software systems, predict possible problems, determine the root cause, and drive automated fixes; "AI" refers to both a New Relic capability and a generic term
       </td>
 
       <td>
         First use: if space permits, artificial intelligence for IT operations (AIOps); if space does not permit, AIOps
+
         Subsequent uses: AIOps
       </td>
 
@@ -627,7 +628,7 @@ Notes about features and capabilities:
       </td>
 
       <td>
-        Do not use: Applied Intelligence, Applied intelligence, AI, AIOps
+        Do not use: Applied Intelligence, Applied intelligence, AI, AIOps, or Alerts & AI
       </td>
     </tr>
 
@@ -1037,6 +1038,24 @@ Notes about features and capabilities:
       </td>
     </tr>
 
+<tr>
+      <td>
+        machine learning (ML) model performance monitoring
+      </td>
+
+      <td>
+        New Relic capability that monitors machine-learning (ML) models in production; our monitoring solution for MLOps (machine-learning operations)
+      </td>
+
+      <td>
+         machine learning (ML) model performance monitoring
+      </td>
+
+      <td>
+        Do not use: Model Performance Monitoring, Model performance monitoring, ML model monitoring, ML model performance monitoring, MPM
+      </td>
+    </tr>
+
 
 <tr>
       <td>
@@ -1049,7 +1068,8 @@ Notes about features and capabilities:
 
       <td>
         First use: if space permits, machine-learning operations (MLOps); if space does not permit, MLOps
-        Subsequent uses: MLOps
+
+        Subsequent uses: MLOps, ML ops
       </td>
 
       <td>
@@ -1058,9 +1078,6 @@ Notes about features and capabilities:
 </tr>
 
 
-
-
-
     <tr>
       <td>
         microservices
@@ -1096,24 +1113,7 @@ Notes about features and capabilities:
         Do not use: Mobile Monitoring, Mobile monitoring
       </td>
     </tr>
-
-    <tr>
-      <td>
-        model performance monitoring
-      </td>
-
-      <td>
-        capability of New Relic; our solution for MLOps; observability for machine learning (ML) models in production
-      </td>
-
-      <td>
-        model performance monitoring
-      </td>
-
-      <td>
-        Do not use: Model Performance Monitoring, Model performance monitoring, ML model monitoring, ML model performance monitoring, MPM
-      </td>
-    </tr>
+    
 
     <tr>
       <td>