I work peripheral to data science. I am starting to think the defense is never to be a hole in the data. AI is incredible at filling in missing data.

What you want to do is poison the data about you. AI is absolutely terrible at weeding out bad or especially intentionally misleading data. You can even protect others if you do it right.