I'm not sure which version you are on but, 4.0 and higher, users that are not part of that private or a secret group will not be able to search that data.
I have a test user set up so I can see "normal" outside my admin id.
Hope that helps
Enterprise Community Manager
We are on 4.5.4 - thank you so much!