Why does iron remover turn purple on some cars but not others?

The color change is caused by the product reacting with dissolved iron. A strong purple or red reaction generally indicates more accessible ferrous contamination, while a weak reaction may mean the surface contains little iron, the contamination is another type, or the chemistry is working less visibly. Lower panels, rear surfaces and wheels usually react the most because they receive the most brake dust.