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.
Global fashion e-commerce still sold with flat photos and guesswork.
Of Indian fashion orders get returned — the highest in e-commerce.
Returns happen purely because of size. Not quality. Not price. Size.
Of your profits evaporate in reverse logistics and restocking costs.
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.
Helps conversion, doesn't fix fit.
Built for averages. Your customer isn't average.
1 out of 100 read them. You know this.
1 | A ratio. 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.
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.
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.
One button on your product page. That's the only thing that changes on your storefront.
One JS snippet. Works on Shopify, WooCommerce, or custom stacks. Your tech team's easiest Friday afternoon project.
Gender, height, weight — a 10-second form that doesn't feel like a government application.
A front profile and side profile. Our AI extracts multiple precise body measurements through a privacy-safe pipeline.
A digital twin built from their real measurements. Reviewable, adjustable, reusable across your catalog.
1:1|one:one compares their avatar against your garment's specs and recommends the perfect size — snug, regular, or relaxed.
When returns do happen, we tell you exactly why. Size too small, wrong fit feel, unexpected drape. Your team stops guessing and starts fixing the right things.
Know what your customers actually look like. Plan inventory, design fits, and set quantities against real body data — not last season's sell-through reports.
Every shopper builds a profile. That profile belongs to your brand — a high-intent data layer of real bodies, preferences, and behaviour.
Perfect for independent brands validating their fit mechanics and reducing initial return rates.
Built to plug the return leak entirely. Deep analytics and first-party data ownership.
Dedicated architecture, custom sizing logic logic mapping, and bespoke API integrations.
We built this because fashion's greatest flaw—the gap between the garment and the human body—was being treated as a feature. The industry accepted guesswork. We engineered a verdict.
