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APPAREL

GENERATIVE AI VIRTUAL TRY‑ON FOR CLOTHING

AI

Your customers want to know one thing before they buy clothes online: "How will this look on me?" Our generative AI answers that question in seconds. They upload a photo — or just enter their height and size — and see a realistic digital twin of themselves wearing the garment. The result: more purchases, fewer returns, and customers who come back because they trust the experience.

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AI

Introducing:

WEARFITS Generative
AI Try‑On

HOW IT WORKS

Upload. Try On. Decide.

1.

Customer Uploads a Photo (or Doesn’t)

A selfie. A mirror shot. A photo from last week. The AI detects their body shape, pose, and proportions automatically. No photo? No problem. Customers can enter just their height and size, and the AI generates a realistic digital twin that matches their proportions.

2.

AI Generates the Try‑On

Our proprietary blend of generative AI models takes the customer’s photo (or digital twin) and the garment image, then produces a photorealistic result — and it’s fast. Fabric drape, texture, color, shadows, body interaction — all rendered to look like an actual photograph, not a collage.

3.

They See Themselves — and Buy

The customer knows exactly how the outfit looks on their body — and buys. The confidence gap between "maybe" and "add to cart" closes in seconds.

THE BIGGEST PROBLEM IN FASHION E‑COMMERCE IS UNCERTAINTY

PURCHASE CONFIDENCE GOES UP

Customers stop hedging. Instead of buying with a return plan, they buy because they’ve already seen how the garment looks on their body. That shift — from "I’ll try it and see" to "I know this works" — is measurable in conversion rates and return rates alike.

RETURNS GO DOWN

Most clothing returns come down to the same thing: "It didn’t look the way I expected." When the AI already showed the customer how it looks on them, that gap between expectation and reality shrinks. Fewer surprises at delivery means fewer boxes coming back.

ENGAGEMENT GETS PERSONAL

A product page with static photos is something customers scroll past. A product page where they can see themselves wearing the garment is something they spend time with. More time, more interaction, more considered purchases — and a reason to come back to your store.

AVERAGE ORDER VALUE CLIMBS

When trying on is easy, customers try more. They compare a blazer and a cardigan on their own body in seconds. That ease of exploration leads to bigger carts — not because you pushed them, but because they discovered what works for them.

WHY OUR TRY‑ON IS DIFFERENT

PROPRIETARY AI, BUILT FOR FASHION

WEARFITS generative AI is not an open-source wrapper. It’s a proprietary blend of models trained specifically for fashion try‑on — optimized for garment accuracy, fabric realism, and body preservation. The AI keeps the garment true to the original and keeps the person true to themselves. No body distortion, no idealized proportions.

ONE OF THE FASTEST MODELS ON THE MARKET

A try‑on that takes 30 seconds is a novelty. A try‑on that takes a few seconds is a feature. WEARFITS runs the fastest generative try‑on models available — built for production-grade speed at scale. Customers try on five, ten, twenty garments in a single session without waiting.

EVERY GARMENT CATEGORY

Upper body, lower body, full body, and shoes — the AI covers it all. A silk dress drapes differently than a denim jacket, and the rendering reflects that. Mix tops and bottoms, style full outfits head to toe — the AI handles the variety that a real fashion catalog demands.

CONNECTS TO YOUR CATALOG — AUTOMATICALLY

You don't need 3D models. You don't need a special photoshoot. Our AI works with your existing product images — flat-lay shots, on-model photos, ghost mannequin images, or packshots. Upload your catalog through our photo-to-AI pipeline or let us retrieve the images directly from your website.

MORE THAN A PRODUCT PAGE FEATURE

E-COMMERCE PRODUCT PAGES

The core use case. A "Try On" button on your product pages. Customers upload a photo, see themselves in the garment, and buy with confidence. Higher conversion, fewer returns, longer time on page.

MIX & MATCH FLOWS

Let customers combine tops and bottoms, layer jackets over shirts, add shoes to complete the look — all on their own body. The speed of our models makes this practical. Customers assemble full outfits, which drives multi-item purchases.

DIGITAL WARDROBE

Let customers save their digital twin and try on your entire collection from it. They build a virtual wardrobe — browsing new arrivals, revisiting favorites, building outfits over time. A reason to come back every week.

SOCIAL APPS & PLATFORMS

Embed WEARFITS try‑on inside social shopping apps or fashion discovery platforms. Our headless API gives you the AI without the UI — build any interface you want, on any platform.

STYLIST & RECOMMENDATION TOOLS

Power AI stylists and outfit recommendation engines with real visual output. Instead of saying "this top would look great on you," actually show it. Personal stylists and subscription boxes become more convincing.

EMAIL & SOCIAL CAMPAIGNS

Drop a "Try This On" link into your email marketing or Instagram Stories. Customers tap, upload, and see themselves wearing the featured garment in seconds — no app, no landing page friction.

IN-STORE & WINDOW SHOPPING

QR codes on clothing tags, shelf displays, or window posters. Customers scan, upload a photo, and try on the garment — even if it’s not available in their size on the rack.

PRE-BUILT UI OR HEADLESS API — YOUR CHOICE

Want a ready-to-go experience? Use our pre-built UI — drop it into your site and the try‑on is live. Want full control over every pixel? Use our headless API and build your own interface.

PRE-BUILT UI (SHOPIFY PLUGIN / WEB WIDGET)

Add a JavaScript snippet to any web platform — Shopify, WooCommerce, Magento, custom builds. The try‑on button, upload flow, and result display are all handled. Minimal setup, no dev team required. Goes live in days.

HEADLESS API

Full control. Send us a person image and a garment image, get back a photorealistic try‑on result. No UI, no opinions — just the AI engine. Build the exact experience you want: custom UIs, social apps, stylist tools, recommendation flows, or anything else.

The API connects directly to your product catalog. Upload your catalog once, or let us retrieve images from your existing website — and every SKU becomes try‑on-ready. Hundreds of garments, thousands — the system scales with you.

features

Key Features of WEARFITS Generative AI Try‑On

AI-POWERED POSE & BODY DETECTION

Automatically detects body shape and proportions from any photo. No manual input, no size selection, no body scanning. No photo available? The AI can generate a realistic digital twin from selfie, height and size alone.

TRUE-TO-LIFE FABRIC RENDERING

Texture, color, drape, folds, reflections, shadows — rendered with photorealistic accuracy. The AI doesn’t paste a flat image. It generates how the fabric would actually look on that person in that pose.

PHOTOREALISTIC DIGITAL TWINS

The AI preserves the customer’s face, skin tone, body shape, and pose with high fidelity — or generates a realistic digital twin from selfie and measurements alone. No slimming. No idealized proportions. Customers see their real self in your clothes.

CROSS-DEVICE

(NO APP NEEDED)

Works on web browsers, mobile browsers, and native apps via SDK. No special equipment, no app download. A customer on a bus can try on a dress from their phone.

73,000+ try‑ons served in 60 days

Glamour
Hockerty
Converse
CCC

FREQUENTLY ASKED QUESTIONS

The customer uploads a photo — or simply enters their height and size to generate a digital twin. Our AI analyzes their body shape, pose, and proportions, then generates a new photorealistic image of them wearing the garment. It handles fabric drape, texture, color, shadows, and how the clothing fits their body. The result looks like a real photo — not an overlay or a filter.


AR overlays 3D models onto a live camera feed. It works well for rigid products like shoes and bags. Clothing is different — fabric drapes, folds, and interacts with the body in complex ways. Generative AI creates a complete image that captures this complexity, producing more realistic results for garments than real-time 3D can.


Upper body (tops, shirts, jackets, coats), lower body (pants, skirts), full body (dresses, jumpsuits), and shoes. You can mix and match across categories — style a complete outfit head to toe on the same digital twin. The AI adapts rendering to each fabric type.


The output is comparable to studio photography, generated in seconds. Photorealistic fabric rendering, accurate color, natural shadows, and the garment behaves the way it would on that person’s body.


Yes. Customers can upload a selfie, a mirror shot, or any recent photo. The AI detects their body shape, pose, and proportions automatically — no special equipment or studio lighting needed. Alternatively, they can skip the photo entirely and generate a digital twin from just their height and size.


No. Our AI works with standard product photos — flat-lay, on-model, ghost mannequin, or packshots. One photo per garment is enough. We can also retrieve images directly from your existing website, so you don’t even need to upload manually.


WEARFITS runs the fastest generative try‑on models on the market. Results are ready in seconds — fast enough for customers to try on ten or twenty garments in a single session. That speed is what makes features like mix-and-match and digital wardrobes actually practical.


Yes. The system connects directly to your product catalog and scales with it. Whether you have 200 SKUs or 20,000, the try‑on experience works the same. Catalog updates flow through automatically.

CONTACT US

READY TO LET CUSTOMERS TRY BEFORE THEY BUY?

Or email us directly at contact@wearfits.com

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