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AI Size & Fit Recommendation

Recommend the size. Flag the mismatch before it becomes a return.

Most returns in fashion come down to size. MAAYLZY recommends a size from a photo or entered measurements, and says plainly when a cut runs small or large - so the wrong size gets caught at the product page, not at the returns desk.

Two honest states

A confident match reads one way. A mismatch says so.

Great match

The recommended size sits comfortably within the shopper's measurements. The badge settles in green and checkout carries on.

Size up / size down

When a cut runs small or large, the shopper sees it in coral with a clear suggestion - before they commit, not after.

Fit: Size up
Runs small - we suggest M

The engine flags a mismatch honestly

Two ways in

Predicted from a photo, or entered directly.

From a photo

The engine estimates proportions from the same image used for the try-on - no tape measure required.

From measurements

Shoppers who prefer precision can enter measurements directly for a tighter recommendation.

On accuracy, plainly

Accuracy improves with clean input and with the coverage of your size chart. Fitted and structured garments predict most reliably; very loose or highly variable cuts are harder. We share current accuracy by garment type during evaluation rather than quoting a single headline number.

Put sizing to the test on your catalog

We will run your size chart through the engine and show you where recommendations land.

Fit: Great match
Recommended size M

A live render, settled at rest