Hi, @ShridharHegde-2034 ,
According to your description, you only want the survey to be viewable by a certain security group. I have done tests in my end, if you do not grant permission to view the survey, user shall only be able to see a screen like below. They cannot view the questions.
So you can try to create a unique permission for you survey list and only grant permission to required users and groups.
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