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AI size recommendation for Shopify

AI size recommendations for Shopify apparel brands

UniMeasureAI is a camera-based size recommendation app for Shopify fashion and apparel stores. Shoppers measure their body with their own phone, tablet or laptop — in the browser, with no app download and no measuring tape — and receive a size recommendation matched to the size chart you configured for that product.

Shopper using a phone by a window, then at a cafe table, to check her size with UniMeasureAI.

The apparel sizing problem

Your shoppers are guessing between sizes

A size label is not a measurement. The same shopper can wear three different sizes across three brands — and often two sizes within one brand's range.

Size charts go unread

Apparel size charts only help shoppers who already know their chest, waist and hip measurements. Most don't, and few will fetch a measuring tape mid-purchase.

Bracketing becomes the default

Unsure shoppers order two sizes of the same garment and return one. Every bracketed order doubles fulfilment work and creates a return that was avoidable.

Hesitation costs the sale

Shoppers who cannot decide on a size often abandon the cart entirely — the uncertainty is resolved by not buying at all.

How it works

From product page to size recommendation

  1. 1

    The shopper opens the measurement flow on your product page

    The flow runs in the browser on the shopper's own device. There is nothing to install and no measuring tape involved.

  2. 2

    A guided camera capture produces body measurements

    The shopper follows the on-screen capture guidance. Photos are processed on the shopper's device to produce the measurements — the photos are not uploaded to or stored by UniMeasureAI, and your store cannot access them.

  3. 3

    Measurements are matched to your size chart

    The measurement data needed for the recommendation is transmitted and compared with the size chart you uploaded for that product or category — your actual sizing, not a generic S/M/L grid.

What you provide

Your size charts drive the recommendation

You upload your own apparel size tables — the size labels and corresponding measurements you already use — per product or per category. All plans include unlimited size table uploads, so each brand or product line in your store keeps its own chart. Where sizing differs between products, you configure separate charts and the recommendation follows the right one.

  • Unlimited size table uploads on every plan
  • Charts matched per product or per category
  • Body measurement workflows for apparel included from the Starter plan

FAQ

Questions apparel brands ask

A shopper opens the measurement flow from your product page, completes a guided camera capture in their browser, and UniMeasureAI matches the resulting body measurements to the size chart you configured for that product. The shopper sees a recommended size before adding to cart.

Yes. You upload your own size tables per product or category, and recommendations are matched against them. All plans include unlimited size table uploads.

No. The measurement flow runs in the browser on the shopper's phone, tablet or laptop, and the camera replaces the measuring tape.

Photos are processed on the shopper's device to produce measurements. They are not uploaded to or stored by UniMeasureAI, and your store cannot access them. Only the measurement data needed for the size recommendation is transmitted.

Body measurement workflows for branded apparel are available from the Starter plan upwards. The pricing page lists which measurement types each plan includes.

See it working on a real storefront

Try the live demo store, or book a 30-minute call and we will walk through your size charts and product range.

The demo store asks for a password: test