One of our biggest design decisions was making sure every recommendation comes from a live catalog rather than generic AI responses.
The AI recommends authentic products that are actually available from more than 350 designer brands, helping users build complete outfits based on their style, occasion, budget, colors, and more.
We'd love to hear your thoughts on AI-powered shopping and answer any questions about how we built it.
Curious how you handle sizing differences across those 350 brands since luxury sizing can vary so much, does the concierge pull fit data or just style preferences?
how often do you actually refresh the catalog, like are these 21k+ products updated daily or weekly?