Introduction — a small factory, a big question I remember walking into a midsize coatings shop and seeing two identical silos with different results on the line. One batch flowed, mixed, and set as expected. The other clogged mixers, left streaks, and bumped scrap rates up by roughly 12% in a month. In that moment …