Vicari for Brands
See who would return your product, and why, before it launches.
Vicari builds AI shoppers from the real fit history of its members. They try your new garment and decide: keep it, change size, or send it back.
30 minutes to talk about your products and your questions on fit and returns.
See an example result
Why returns are hard to predict
A size chart describes the garment. Not the people who buy it.
Sizes don’t travel
Someone who takes a 44 at one brand may take a 42 at yours, and another size again in a different country.
Shoppers don’t all buy the same way
Some order their usual size straight away. Others read the size guide first and change their mind.
Not every bad fit comes back
A pair of trousers that’s a little wide can still be kept: with a belt, after a hem, or as a gift for someone else.
What you learn
Who would send it back, who would keep it, and why.
Results are grouped by body type, never shown per person. They help answer questions like these:
- Which sizes are most likely to come back?
- For which body types?
- Why: too wide, too short, too tight?
- Other analyses, depending on your use case.
Illustrative example · not client data
Wide-leg trouser · size 40
One body-type range, aggregated
60% Would return it
Slightly too wide at the waist
40% Would keep it
Why they’d keep it anyway
- Wears it with a belt
- The length suits their height
- Gives it to a family member
Optional
Check it with real try-ons.
Send us the product. Vicari members order their usual size and try it on, so you see how the prediction holds on that exact garment.
Privacy
Grouped results. No customer data needed.
You see results by body-type group, never an individual member.
Partnership
Bring us your questions.
You have the products. We have real fit data from people who share what they wear. We shape a first project around the question that matters most to you.
- A product with high returns
- A new fit or cut
- A size chart you’re unsure about
- A new size range or market
Vicari is a social fashion discovery platform built around real people and body similarity.
Questions brands ask
Before you book.
What does a brand send to Vicari?
Information about the product to test: its measurements, size chart, or photos. Send what you already have. Vicari works with it.
Are results shown per person?
No. Results are grouped by body type, so no individual member can be identified.
Can Vicari members try the product for real?
Yes. The brand sends the product to Vicari, and members order their usual size and try it on.
Start with one product
Tell us which product or question you’d start with.
In 30 minutes we’ll look at your products, the questions you have about fit and returns, and what a first project could look like.