It's not that hard to just not stick your sensitive data in. If find it absurd that people would even consider it.

I had a whole presentation today on how important it was to 'scrub' your data before sticking it in a generative model, and I was just like 'hell no', I'm not doing that because data that's supposed to be scrubbed shouldn't go anywhere near the model.