// Modern · AI
AI fit & size finder for Shopify
A quick guided flow that turns a few inputs into a confident size recommendation — cutting “which size?” hesitation and the returns that follow.
// The problem
Sizing uncertainty is a top reason apparel shoppers bounce or over-order “just in case” — and the returns quietly eat your margin.
// How we build it
We build a fit finder that maps a shopper's inputs (and, in production versions, your real fit and returns data) to a recommended size with a confidence note, right on the product page.
// Impact
- Fewer size-related returns
- Higher add-to-cart confidence
- Less “order two, return one” behavior
- Learns from your real returns data over time
// Stack
- Product-page widget
- React
- Rules / ML model
// Let's talk
Want a AI fit & size finder in your store?
Tell us about your store and we'll come back with honest thoughts, scope, and a rough estimate within one business day.
hello@codelab.technology Prefer to talk first? Book a free 30-min call →