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AVTR Technologies 1:1 | one:one

Every customer deserves a fitting room. Now, every screen can become one.

We build a digital replica of every shopper's body - exact proportions, real measurements, so they buy the right size the first time. They don't return the clothes. They return for more.

A garment forming around a body form, with chest, waist and hip measurements marked
Fit Verdict Matched
M Regular fit
System Bleed Detected

The problem isn't your product.
It's the gap between your size chart and their body.

Returned parcels and folded garments dissolving into particles

The return loop

Every wrong size ships twice and sells once.

Global Friction
₹0B+

Global fashion e-commerce still sold with flat photos and guesswork.

Regional Return Rate
0%

Of Indian fashion orders get returned , the highest in e-commerce.

Indian fashion 35%
All e-commerce 17.6%
1 in 4

Returns happen purely because of size. Not quality. Not price. Size.

Profit Evaporation
12–15%
Margin retained
Reverse logistics & restocking

Of your profits evaporate in reverse logistics and restocking costs.

The Real Cost of "Maybe This Will Fit"

You're not losing customers.
You're losing them twice.

When a shopper orders the wrong size, you don't just lose the sale , you pay for reverse logistics, eat the restocking cost, and lose their trust. Most won't come back.

And the ones who do? They hedge by ordering two sizes, which means your fulfilment team is working double for half the retention.
A rigid stack of size-chart plates beside an organic body form, with the mismatch traced between them
Your size chart The gap Their body
96.4 cm

Between two sizes. The chart can't answer this , so the shopper guesses.

The verdict

The industry calls it the “return loop.”

We call it what it is: a leak you haven’t plugged yet.

Introducing 1:1 | one:one

1colon1 | A ratio.
A promise.

We didn't guess at a formula. We researched one. Before we wrote a single line of code for the fit recommendation, we spent months talking to fashion brands.

50+ conversations with founders, designers, and ops leads , about how their size charts were built, where they broke down, and what their return data actually said.
Fifty fine threads converging into a single dense form
50+ Conversations
1:1 Body
Shopper body profile
96.4 · 82.1
×
Garment Spec M
=
Verdict M Regular

Mapped against your brand's own fit logic

What came out of that research is the 1:1 Fit Formula: a proprietary model that maps a shopper's 1:1 body avatar against your garment's specifications.

Not generic sizing standards, but your brand's own fit logic , telling them exactly what to buy, and how it'll feel when they wear it.

Not a recommendation. A verdict.

For every body that exists, 1:1|one:one creates a digital replica that matches it exactly , shoulder width, hip curve, , so the avatar wearing your garment is them.

Not a model. Not a size M mannequin. Them.
Digital Twin ID
AX-7749
Live
Shoulder 42.5 cm
Hip curve 0.82
Chest 96.4 cm
Reusable across catalogue
Live product

1:1 | one:one — The fitting room,
in your online store.

The shopper stays on your product page. The avatar wearing your garment isn't a model. It's your customer. And they buy right the first time.

A shopper's 1:1 avatar wearing a garment, shown beside the product page it was selected from
The Flow

Five steps. Under a minute.

01

Tap "Find My Fit with 1:1"

One button on your product page. That's the only thing that changes on your storefront.

Integration Note

One JS snippet. Works on Shopify, WooCommerce, or custom stacks. Your tech team's easiest Friday afternoon project.

02

Enter the basics

Gender, height, weight , a 10-second form that doesn't feel like a government application.

03

Upload your photos

A front profile and side profile. Our AI extracts multiple precise body measurements through a privacy-safe pipeline.

04

Meet your avatar

A digital twin built from their real measurements. Reviewable, adjustable, reusable across your catalog.

05

Get the right size.

1:1|one:one compares their avatar against your garment's specs and recommends the perfect size , snug, regular, or relaxed.

AVTR Runtime
A 1:1 branded t-shirt
NEW ARRIVAL
Find My Fit with 1:1
Baseline Metrics
Gender Male
Height 180 cm
Weight 82 kg|
Front profile Front
Side profile Side
Extracting Morphometrics...
Digital twin
Loading 3D twin
1:1 Replica Locked
Optimal Fit Discovered
M
Your perfect fit for the selected product is size M
Frequently Asked

What brands ask us first.