Visual fit
We compare category, palette, silhouette, proportion, styling role and occasion before a product enters an edit.
How every edit earns its place.
Our role is to make product discovery more useful—not to disguise advertising as advice. These standards govern every Vibao Style edit.
Price alternatives
Value and premium sets keep the same product categories as the original outfit. A cheaper item never replaces a missing outfit role.
Retailer information
Prices and availability are time-sensitive. The retailer remains the source of truth for checkout, delivery, returns and warranties.
AI transparency
AI-assisted visuals may be used for inspiration and styling context. Retailer product images are presented separately and are not altered to imply an exact fit.
Commercial independence
Affiliate commission helps support Vibao Style, but it does not determine our editorial ranking or the stated match quality.
Corrections
When a product, price or description is no longer accurate, we update or remove it. Readers can report an issue through our contact page.
Questions about a selection? Contact Vibao Style.