For merchants

Wrong sizes are a line item

Fit is the top reason apparel comes back. SizeGuide puts the right size on the product page and shows you what that is worth.

What do size returns cost you? your inputs · your assumptions

A model, not a promise. Every assumption is yours to change.

Size-related returns / mo
240
Handling cost / mo
$2,880
Revenue refunded to fit / mo
$16,320

computed live from the sliders. nothing here is a claim about SizeGuide.

Setup

From the charts you already have

No body scans, no data projects, no photo studio. Your size charts exist today; SizeGuide makes them work harder.

01

Connect your store

Install the Shopify app. Your catalog syncs read-only.

02

Import charts

CSV, metafields, or a photo. Uncertain cells are flagged for your review before anything publishes.

03

Map to products

Auto-suggested from your catalog, confirmed by you. Blanks like Gildan and Bella+Canvas are already on file.

04

Publish

Smart charts on every PDP. Turn on recommendations when you are ready, on the same data.

On the product page

It will never embarrass your store

It never guesses

Below the confidence floor the engine declines and asks for one more measurement, instead of shipping a wrong size under your brand.

It shows its work

Every recommendation carries the chart row, the shopper's numbers, and the chart's provenance. Shoppers can check it.

It respects your shoppers

Measurements stay with the shopper. You see a size, never a body. Deletion is one click.

Analytics

Measured, not promised

Sizing tools love to promise conversion lift. SizeGuide measures it on your store, against a control group, from day one.

A/B against control

A holdout share of traffic sees no recommendations, so the lift you read is yours, not an industry average.

Conversion vs control + measured

Return-risk flags

Products whose fit signals look wrong get flagged, so you fix the chart before the returns arrive.

Flagged this week 3 products

Size distribution

What was recommended, what was bought, and where they disagree. The disagreements are your merchandising signal.

Recommended M, bought L runs small?

If the numbers are not there, you will see that too. Honest measurement cuts both ways, and we publish the methodology.

Agentic commerce

When an AI agent asks
"what size should they buy?"

SizeGuide answers in structured, explainable JSON. Fast enough for conversational checkout, auditable enough to trust.

DEMO STORE Simulated · reference chart
agent → api.sizeguide.ai

        

One conversation, two views: the shopper's chat on the left and the exact API traffic behind it on the right.

Stateless fast path

A single REST call returns the full recommendation. No sessions, no orchestration, edge-served.

MCP server

Native tools for agent ecosystems: recommend_size, convert_size, get_size_chart, explain_fit.

Open sizing schema

A published, versioned JSON standard for charts and fit responses. Free to adopt, built to be cited.

Charts are free. The full chart manager is $29. Recommendations are $99.

Flat tiers, no order-volume surcharges See pricing
Before you commit

See it on your products

Send us one product page. We return it running SizeGuide on your real chart: provenance label, live unit conversion, recommendation and all. Your garments, your charts, your reality.

Request your page
Questions

Merchant questions, answered directly

How long does setup actually take?

Minutes for a typical store: install, import, map, publish. Photo and PDF charts add a review step where you confirm flagged cells. Printing on standard blanks is faster still, because those charts are already in the database.

Will this increase my conversion rate?

We do not promise a number, because honest tools cannot. We measure your lift against a control group on your own traffic and show you the result, whichever way it goes.

What do my shoppers actually see?

A clean size chart with a provenance label on every product page, and, on Growth, a size recommendation with confidence, reasoning, and an honest decline when we cannot be sure.

Do you collect my shoppers' body data?

Shoppers can enter measurements to get a recommendation, and those measurements belong to them, not to you and not to advertisers. Your store receives a size. Shoppers can delete their data in one click.

Which platforms do you support?

Shopify first, with a one-line embed for any other storefront and a REST API underneath everything. The same engine answers on every surface, so nothing ever disagrees.