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How are you keeping AI-generated visuals consistent across a product?

I keep running into the same issue across the apps I built: AI makes great one-off images, but when I try to generate a set (icons + graphics + launch assets), the style drifts and everything looks like it came from different designers. For people shipping products: What actually works for keeping a consistent visual style? Do you rely on a brand kit, reference images, strict constraints, or...

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