Why matching is harder on deep skin
For years, foundation ranges and matching tools were built around lighter skin, so deep tones were an afterthought — too few shades, and shades that turn ashy, grey, or orange. Many AI matchers inherit the same bias because they were trained mostly on lighter faces. The result is familiar to anyone with rich skin: a “closest” shade that is visibly off. A matcher worth using for dark skin has to be built for deep tones from the start, not retrofitted.


