Why "Latino" and "Hispanic" Fail as Prompts
"Latino woman" is perhaps the most useless prompt in AI image generation. It attempts to describe 650 million people across 20+ countries whose appearances range from Indigenous Bolivian highlanders with bronze-copper skin to blonde Argentine women of German descent to Afro-Brazilian beauties from Bahia. The result is inevitably a generic averaged face that represents no one.
Latin America's diversity stems from a unique history. Indigenous peoples—Maya, Aztec, Inca, Taino, and hundreds more—had their own distinct features. Spanish and Portuguese colonizers brought Mediterranean European genetics. The forced migration of millions of Africans added West African heritage, particularly in Brazil and the Caribbean. Later waves of immigration brought Germans to southern Brazil, Italians to Argentina, Japanese to Peru. The result is the most genetically diverse region on Earth.
We're using Nano Banana Pro to explore these nuances. The challenge isn't just skin color—it's capturing the specific ways Indigenous cheekbones blend with Spanish noses, how African hair texture pairs with mestizo skin, how a Peruvian highlander differs from a Brazilian carioca.