iWAND

Size recommendations are the most concrete thing iWAND does: it suggests sizes to shoppers inside a Shopify store, which matters for fashion retailers dealing with fit questions. iWAND is an AI fashion stylist and shopping assistant that personalizes what each customer sees and helps stores lift sales and retention.

The white-label option lets you match the assistant to your own brand, and the interface is customizable, so it need not look like a third-party widget.

It supports multiple languages, which helps if you sell to more than one market.

Integration with Shopify is described as easy.

Pricing may be a barrier for small businesses.

An AI stylist will not fully replace a human one, and results depend on the quality of your product data and the input customers give.

Clean catalog data is the first thing to sort out before you try iWAND.