AI shopping assistants confuse fashion subcultures: a small test

A signed-out test of three public AI assistants across eight fashion aesthetics found that when an assistant does not know a style well, it fills the gap with a neighbouring style: Goth Ninja became Techwear, City Boy became Ivy, Amekaji became American workwear and Quiet Luxury became high-street minimalism. Daydream returned few or none of the record's key brands for most styles (0 of 92 for Amekaji, 0 of 105 for Quiet Luxury, 0 of 112 for 90s Ura-Hara and Acubi) and refused "Opium" twice, likely due to a drug filter, while ChatGPT named all 5 record brands for 90s Ura-Hara but drifted elsewhere. The author says the failing step is mapping an aesthetic to brands, and cites a public eval with Claude in which answers mixing in a neighbouring style's brands dropped from 17 of 30 to 2 of 30 with the record in context.