New research guide: The Confidence Economy, how AI is changing fashion commerce.
[ 01 ]
the situation
What does this look like today?
Online apparel returns run at 20–30% against single digits in store, and every one costs you twice — the shipping and the margin on the piece that comes back worn once. The shopper did not change her mind; she never saw the outfit on herself, in her size, with the shoes, until it arrived.
[ 02 ]
the shopper’s side
What does the shopper experience?
01
The doubt
“Does this work on me?” — size chart open, cursor at the tab bar.
02
The photo
One photo, in the widget, deleted after the session.
03
The look on her
The whole outfit head to heels, in her size and colour.
04
The bag
Bought with the surprise already had.
[ 03 ]
what elara does
How does Elara solve it?
Everything above ships in the same widget
[ 04 ]
the number
What does it do to the numbers?
Industry benchmarks commonly put online apparel return rates at 20–30%, far above the single digits typical in store. The gap is mostly information: in a fitting room the shopper sees the outfit on herself before paying. Showing the whole look on her own photo, in her size, before checkout moves that moment back to where it costs nothing to change her mind.
[ 05 ]
what it replaces
What are brands doing instead?
[ 06 ]
who it is for
Which brands get the most from it?
Dresses, tailoring, occasionwear, denim — any category where return rates are above 25% and “didn’t suit me” beats “didn’t fit”.
RETURNS > 25%
“DIDN’T SUIT ME” > “DIDN’T FIT”
DRESSES · TAILORING · DENIM
[ 07 ]
proof in 30 days
How would I test it?
01
Day 1 — install, sync, write the opener.
Four lines or the Shopify app. The catalog syncs within the hour; the opener is set in Widget Studio.
02
Days 2–30 — run it against a holdout.
10–20% of sessions never see Elara. Nothing else on the store changes.
03
Day 30 — read the report.
The number to watch: return rate on orders from assisted sessions.
[ ? ]
questions
Anything else, book twenty minutes and ask the founder directly.
[ 08 ]
go deeper
Go deeper
Virtual try-on for Shopify: what actually reduces returns
Which kinds of try-on change return behaviour, and which only look good.
The hidden cost of fashion ecommerce returns
What returns really cost once logistics and markdowns are counted.
Fashion return policy checklist
A return policy that protects margin without punishing shoppers.
See also · Occasion shopping
Every shopper who types an occasion into your search bar is telling you exactly what they need. Today the search bar returns a grid.
See also · Repeat purchases
Your best customer gets the same store as a stranger. Every visit starts at zero.
Thirty days free. Live in under an hour. Measured against a holdout from day one.
No credit card · Cancel any time