Overview
Impact surveys are in-product surveys that collect self-reported outcomes from workspace members. Responses are aggregated and displayed in the Impact section of workspace analytics to help admins understand adoption and organization-wide outcomes.
For a full overview of workspace metrics and features, see: Workspace analytics for ChatGPT Enterprise and Edu.
Note: OpenAI-created impact surveys will begin rolling out on or after March 31, 2026. To avoid receiving surveys, disable the OpenAI-created impact surveys setting before this date.
Survey types
Admin-created surveys
Workspace owners can launch an admin-created survey at any time from Workspace analytics > Impact.
Admin-created surveys:
Allow you to choose the survey name and launch timing
Use predefined question sets
Do not support custom questions or answer choices
OpenAI-created surveys
OpenAI-created surveys are automatically scheduled and appear during predefined survey windows. These surveys help measure adoption at key points in a workspace’s lifecycle.

Create an admin-created survey
To launch an admin-created survey:
Go to Workspace analytics > Impact.
Select Push new survey.
Enter a survey name.
Select Create.
Surveys are sent immediately after creation. Create the survey only when you are ready to launch it.
Understand survey timing
OpenAI-created surveys are scheduled at specific milestones:
Day 120 after workspace creation (30-day response window)
Day 240 after workspace creation (30-day response window)
These timings are designed to capture impact after teams have established usage patterns, governance, and training.
In some cases, a one-time catch-up survey may be issued if a workspace missed earlier survey windows.
View survey reporting
Survey responses typically begin appearing in reporting within 1–2 days.
Results are aggregated and shown in the Impact dashboard.
Individual survey responses are not displayed.
Export results
You can export impact survey data from workspace analytics for further analysis.
For full export information, see the appendix in: Workspace analytics in ChatGPT Enterprise and Edu.
Review survey question sets
Impact surveys use predefined question sets.
Enterprise workspaces
Members are asked:
"Which of the following best reflects how ChatGPT has impacted your productivity?”
“On average, how many hours per week do you estimate ChatGPT helps you save on work-related tasks?”
Members also rate their agreement with the following statements:
"ChatGPT has improved the quality of my work."
"ChatGPT has increased my satisfaction at work."
"ChatGPT has increased my ability to complete new tasks or activities."
"ChatGPT has improved my ability to serve customers, partners, or stakeholders."
Edu workspaces
Members are asked:
"Which of the following best reflects how ChatGPT Edu has impacted your productivity in your work or studies?"
"On average, how many hours per week do you estimate ChatGPT Edu helps you save on your work or studies?"
Members also rate their agreement with the following statements:
"ChatGPT Edu improves the quality of my work or learning outputs."
"Using ChatGPT Edu increases my satisfaction with my work or learning."
"ChatGPT Edu helps me learn, understand, or apply new concepts."
"ChatGPT Edu helps me think more creatively or explore new ideas."
Disable impact surveys
Disable an admin-created survey
Go to Workspace analytics > Impact.
Select the survey from the survey menu.
Select Disable survey.
Disable OpenAI-created surveys
Go to Workspace settings.
Open the General tab.
Scroll to the Workspace analytics section.
Disable Enable OpenAI-created impact surveys.
