Launching 2026 · partner enquiries open

Customers who
already decided.

At One Closet is an AI styling app. Shoppers see a piece on themselves, understand the impression it gives, hear from people they trust, and decide before they reach your checkout.

01 — The opportunity

Returns are an information problem before they’re a logistics one.

Roughly a quarter of apparel bought online comes back, and more than half of that is size and fit. Nobody solves fit from a photograph, and we don’t claim to. The rest is different: it wasn’t what I pictured, the colour is wrong, the shape isn’t me, I have nowhere to wear it. Those are answerable before checkout.

~25%of online apparel orders are returned. Women’s fashion runs closer to 28%.Category benchmarks 2026
63%of shoppers order multiple sizes intending to return most of them.Bracketing behaviour
60%defer to friends or family before buying — usually by text, off-platform.Consumer survey

02 — What the shopper does

Six steps, before the card comes out.

By the time a shopper follows a link to you, they have seen the piece on their own body, built the look around it, and often heard back from someone they trust. They are not browsing.

01

Snap it

Photograph, paste a link, or screenshot from a feed.

02

See it on

The piece rendered on their own saved photo.

03

Build the look

Add a jacket, shoes, a bag — seen together, on them.

04

Save it

Pieces they own build a wardrobe they can style against.

05

Share it

Sent to whoever they’d normally ask.

06

Shop

The same piece at other prices, with your product in it.

03 — Ways to work together

Affiliate

Qualified traffic, not clicks

Products surface because they match a real look, a real occasion and a real wardrobe — never because a bid was placed. We work through the major networks and can integrate product feeds directly.

Brand partners

Your piece, on the actual customer

You photograph one model and one mannequin. At One Closet shows your piece on the person deciding whether to buy it — the view no lookbook can produce.

Retail placement

On your product pages

Longer term, At One Closet can sit on your own site: customers visualise the piece on themselves and see where it fits their wardrobe, without leaving your checkout flow.

Launch partners

Come in early

We’re looking for a small number of partners at launch — product feeds, styling expertise, or category depth. Early partners shape what gets built.

04 — How we rank, and what we won’t do

The rules that make a recommendation worth something.

We think an app that will tell someone not to buy is the only kind whose recommendations carry weight. That belief shapes what we will and won’t offer commercially — and in the long run it protects partner conversion as much as it protects the shopper.

05 — Talk to us

Let’s talk.

Whether you’re a brand, a retailer, an affiliate network or a platform — if your customers hesitate before buying clothes, or send too much of it back, we should have a conversation.