Brand safety is a crucial practice in the world of programmatic advertising, aimed at ensuring that a brand’s ads appear in safe, appropriate online environments. As digital advertising becomes more automated, the risk of ads showing up next to controversial or harmful content increases, which can negatively affect brand perception