We have mathematical and engineering tools to do analysis.
We have decades on decades of research literature, rooted in cryptographic analysis, statistical methods, probability theory, and computer science detailing how privacy preserving system are broken.
Just how one can tell that a badly engineered bridge will collapse before it is built, one can assess that a "privacy preserving" tool will not preserve privacy.
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