Reducing bracketing without raising friction

The blunt instrument against bracketing is friction: charging for returns, banning multi-size orders, shortening windows. It works on abusers and it works on your best customers too, which is why conversion teams hate it.

The smarter path has two lanes. On the product side, better size guidance, fit finders, and honest model photography cut the uncertainty that causes innocent bracketing.

On the behavior side, per customer scoring finds the habitual bracketeers and applies policy there: a warning that their pattern is visible, then paid return shipping, then denial for the truly abusive.

Brands that run both lanes typically see bracketing drop without touching the experience of honest shoppers. The goal was never to make returns harder. It is to make abuse expensive.

Frequently asked questions

What is the fastest way to reduce bracketing?

Fix fit information on your highest-bracketing products first: real garment measurements, fit notes where a style runs off standard, and model size references. Most bracketing is uncertainty, and the top handful of products usually account for a large share of it.

Should brands charge for returns to stop bracketing?

It works on the behavior and on the relationship. Return fees suppress bracketing but also suppress orders from honest shoppers who fear being charged for a genuine fit miss. Targeted tools, fit guidance and exchange-first flows, reduce bracketing without taxing everyone.

How do you know a bracketing fix worked?

Track the multi-size order rate for the treated products against untreated similar products over four to eight weeks. Bracketing responds to fit information within a season. If the rate does not move, the problem is the garment or the size run itself, not the information.