Ingredient checker apps promise clarity — scan a product, get a score, and instantly know whether your skincare is “safe” or “toxic.” But skincare science is far more nuanced. Many ingredient checkers ignore concentration, skin type and real-world usage, often turning complex cosmetic chemistry into fear-based traffic lights. Before throwing out your favourite products, here’s what these apps aren’t telling you.