Attractive people are perceived as more intelligent, capable, and trustworthy. • Bias influences hiring, marketing, and user trust. • Applies to product design: attractive interfaces seem easier to use. • Impacts credibility, engagement, and conversion. • Strategically used in visual design and branding.