Modeled product coverageEvery matching product with an indexed image showing a model wearing it leads every product whose complete gallery is product-only. Product hearts cannot override this boundary.
Product editorial signalsWithin each gallery group, product hearts raise priority and product hides lower it; each verified browser contributes a single active signal of each type.
Image editorial signalsFor a product’s main preview, image hearts raise and image hides lower a frame before contextual matching is considered.
Contextual image matchActive search, color, size, and neutral silhouette cues select the most relevant indexed image among otherwise equal editorial signals.
Image hierarchyPreviews favor full-body modeled frames with a visible face, then full-body frames without a face, partial-body crops, and product-only imagery last.
Highest resolutionWithin the same editorial and visual tier, the largest known pixel area leads lower-resolution alternatives.
Retailer-linked factsImage associations use structured retailer data; no ratings, fit scores, sponsored positions, or identity claims are invented.