diff --git a/site/sigmaguides/src/03_2025_first_friday_features/03_2025_first_friday_features.md b/site/sigmaguides/src/03_2025_first_friday_features/03_2025_first_friday_features.md
index 39b99680..ae9fe152 100644
--- a/site/sigmaguides/src/03_2025_first_friday_features/03_2025_first_friday_features.md
+++ b/site/sigmaguides/src/03_2025_first_friday_features/03_2025_first_friday_features.md
@@ -76,9 +76,9 @@ Let’s be clear—Ask Sigma is a tool at your disposal. You’re free to use it
 
 Many software vendors like to say “Start with the end in mind.” That sounds good, but having a whiteboard diagram still means you must build everything from scratch—and also figure out how to use some product to build it.
 
-Sure, Sigma is easy to learn and use—but Ask AI is even better than that.
+Sure, Sigma is easy to learn and use—but Ask Sigma is even better than that.
 
-Instead of starting with the end-state design, Ask AI wants you to start with a problem—framed as a question.
+Instead of starting with the end-state design, Ask Sigma wants you to start with a problem—framed as a question.
 
 As shown in the video, Ask Sigma will work hard to answer even vague, generic questions like:
 "Where are we doing the best?"
diff --git a/site/sigmaguides/src/Fundamentals 1: Getting Around - v3/Fundamentals 1: Getting Around v3.md b/site/sigmaguides/src/Fundamentals 1: Getting Around - v3/Fundamentals 1: Getting Around v3.md
index d9f2b8bc..0009108e 100644
--- a/site/sigmaguides/src/Fundamentals 1: Getting Around - v3/Fundamentals 1: Getting Around v3.md	
+++ b/site/sigmaguides/src/Fundamentals 1: Getting Around - v3/Fundamentals 1: Getting Around v3.md	
@@ -408,7 +408,6 @@ Providing AI functionality isn’t especially difficult these days—but making
 Allowing users to ask questions is one thing but how can we tell what the AI is doing? 
 
 - Is it using trusted data sources? 
-- What steps, calculation and workflow did it use to generate results? 
 - What steps, calculations, and workflows did it use to generate results? 
 - Once we have the response, what’s next for the user?
 
@@ -442,9 +441,9 @@ Let’s be clear—Ask Sigma is a tool at your disposal. You’re free to use it
 
 Many software vendors like to say “Start with the end in mind.” That sounds good, but having a whiteboard diagram still means you must build everything from scratch—and also figure out how to use some product to build it.
 
-Sure, Sigma is easy to learn and use—but Ask AI is even better than that.
+Sure, Sigma is easy to learn and use—but Ask Signma is even better than that.
 
-Instead of starting with the end-state design, Ask AI wants you to start with a problem—framed as a question.
+Instead of starting with the end-state design, Ask Sigma wants you to start with a problem—framed as a question.
 
 As shown in the video, Ask Sigma will work hard to answer even vague, generic questions like:
 "Where are we doing the best?"
diff --git a/site/sigmaguides/src/embedding_08_ask_sigma_v3/embedding_08_ask_sigma_v3.md b/site/sigmaguides/src/embedding_08_ask_sigma_v3/embedding_08_ask_sigma_v3.md
index 12c3d292..5af38e5a 100644
--- a/site/sigmaguides/src/embedding_08_ask_sigma_v3/embedding_08_ask_sigma_v3.md
+++ b/site/sigmaguides/src/embedding_08_ask_sigma_v3/embedding_08_ask_sigma_v3.md
@@ -208,7 +208,6 @@ AI is a powerful tool, but how it’s implemented makes a huge difference to use
 Allowing users to ask questions is one thing but how can we tell what the AI is doing? 
 
 - Is it using trusted data sources? 
-- What steps, calculation and workflow did it use to generate results? 
 - What steps, calculations, and workflows did it use to generate results? 
 - Once we have the response, what’s next for the user?