diff --git a/site/sigmaguides/src/partners_profit_planning_with_sigma_databricks/partners_profit_planning_with_sigma_databricks.md b/site/sigmaguides/src/partners_profit_planning_with_sigma_databricks/partners_profit_planning_with_sigma_databricks.md
index 0645ebe0..e45a2218 100644
--- a/site/sigmaguides/src/partners_profit_planning_with_sigma_databricks/partners_profit_planning_with_sigma_databricks.md
+++ b/site/sigmaguides/src/partners_profit_planning_with_sigma_databricks/partners_profit_planning_with_sigma_databricks.md
@@ -43,28 +43,6 @@ No SQL or technical data skills are required for this hands-on lab.

-## Setup
-Duration: 5
-
-**1:** Navigate to your dedicated Sigma Sandbox, if you have not been provisioned access please notify the instructor.
-
-
-
-**2:** Sign up for an account using your personal email by selecting `Create an account` and entering your **personal email address**.
-
-**3:** Check your inbox for a message from `info@send.sigmacomputing.com` and continue the sign-up process by clicking the link.
-
-**4:** Enter your information as prompted, and click `Submit`.
-
-**5:** Once you see the homepage, you’re ready to proceed!
-
-
-
-
-
-
## Ask Sigma
Duration: 5
@@ -79,14 +57,14 @@ To understand profitability for this year’s product lineup, we need insight in
-Notice that Databricks AI-Query is suggesting we use the `BIG_BUYS_POS` table as a source because it has the required data for the requested prompt but also is a `Trusted` source.
+Notice the LLM is suggesting we use the `BIG_BUYS_POS` table as a source because it has the required data for the requested prompt but also is a `Trusted` source.
-As Databricks AI-Query works on the prompt, Sigma is showing each decision. For example, Databricks AI-Query has decided to group the data and add some calculations too:
+As Databricks works on the prompt, Sigma is showing each decision. For example, the LLM has decided to group the data and add some calculations too: