FAQ Tech Insights
Vision AI & Fashion Technology

Production-Ready Fashion Visuals
Without a Shoot

We enable fashion brands, retailers, studios, and marketplaces to create scalable, production-grade visual content using advanced Vision AI and generative models—eliminating traditional photoshoot dependencies while accelerating speed-to-market and reducing costs.

Explore Case Studies
What We Offer

End-to-End AI Fashion Stack

From catalog creation to campaign localization—everything you need to generate, iterate, and scale fashion visuals without traditional photoshoot dependencies.

👔

Virtual Try-On (VTON)

Generate realistic on-model imagery at scale for multiple body types, fits, and demographics—ideal for PDPs, marketplaces, and catalog standardization.

📷

VTON Packshot

Create consistent on-model packshots across multiple SKUs without repeating photoshoots. Automated outfit rendering at production quality.

💣

Background Generation

Convert studio images into brand-approved indoor, outdoor, and lifestyle environments—faster and at scale without location shoots.

✂️

Garment & Object Segmentation

Generate production-grade masks to accelerate retouching, compositing, and post-production workflows with pixel-perfect precision.

🎨

Recolour (Colorway Generation)

Instantly generate accurate color variants across SKUs without reshooting or manual editing. Launch every colorway simultaneously.

👤

Pose Transfer

Create multiple pose variations from a single model shot—maximizing content output while minimizing shoots and model booking costs.

📚

Retexture (Material & Pattern Switching)

Apply new fabrics, textures, and patterns digitally for design validation and pre-production visualization without physical samples.

🎬

Still → Video & Image-to-Video

Convert still images into short product videos for PDPs and campaigns. Generate SKU-level videos to showcase details, materials, and angles at scale.

👠

Shoe Virtual Try-On

Digitally visualize footwear on models to scale footwear catalogs without physical samples or dedicated shoe photography.

🧲

Faceswap on Video

Localize video content by swapping AI faces or avatars across regions—without reshoots, maintaining brand safety and model IP protection.

Outcome

Up to 70–80% reduction in photoshoot and post-production costs. Faster catalog and campaign launches. Consistent, brand-approved visuals across channels. Higher PDP engagement and conversion rates. Scalable content creation for global markets—with zero additional studio time.

Case Studies

Vision AI in Action

Real-world deployments that transformed how fashion brands create, localize, and scale their visual content.

👔 Fashion · Catalog Automation

Virtual Try-On & Pose Transfer at Scale

A fashion-tech company adopted our AI Fashion platform to automate catalog creation using virtual try-on, pose transfer, and recolour generation. The solution replaced large portions of traditional photoshoots, enabling the brand to launch collections faster, expand SKU coverage, and significantly reduce production costs—while improving visual consistency across ecommerce channels.

Virtual Try-On Pose Transfer Recolour Catalog Automation
Read full case study
AI FASHION PLATFORM VTON ACTIVE SOURCE AI → VTON OUTPUT A VTON OUTPUT B Catalog Production Impact 80% Cost Reduction 10x Faster Catalog 0 Reshoots Needed SKU Scalability
VTON Live
🎨 Fashion · SKU Expansion

Instant Colorway & Texture Generation for SKU Expansion

A global apparel retailer used our Recolour and Retexture AI models to generate all colorway and fabric variants from a single hero shot per style. Eliminating the need for physical samples and dedicated shoots per colorway, they launched new season collections in days rather than weeks—across hundreds of SKUs simultaneously.

Recolour Engine Retexture AI SKU Expansion Pre-Production
Read full case study
Recolour & Retexture — Colorway Generation HERO SHOT Royal Blue Crimson Red Emerald +6 more Stripe Texture Wool Texture Denim Material SKU Expansion Metrics 480 SKUs Generated from 60 hero shots 3d Launch Time was 6 weeks prior 75% Sample Cost Cut No physical samples
480 SKUs · 3 Days
🎬 Ecommerce · Video Content

Still-to-Video Pipeline for PDP & Campaign Content

A leading ecommerce marketplace implemented our Still→Video and Image-to-Product-Video pipeline to generate SKU-level product videos for every listing—showcasing material details, angles, and garment movement without video production crews. PDP engagement and conversion rates increased significantly within the first 60 days.

Still-to-Video Image-to-Video PDP Optimization Ecommerce Scale
Read full case study
Still → Video Generation Pipeline AUTO-QUEUE STILL IMAGE IMG Motion Synthesis AI ⚡ Angle Variation Auto Product Video Ready MP4 / GIF ✓ Generated Product Videos — PDP Ready SKU-001 · 8s SKU-002 · 6s SKU-003 · 10s +247 more Queue ↑ 38% PDP Conv. ↑ 54% Engagement 0 Video Crews 250 SKUs / Day
250 Videos Per Day
🧲 Global · Campaign Localization

Campaign Localization via Faceswap & Background Generation

A multinational fashion brand localized campaign imagery across 14 markets using our Faceswap on Video and Background Generation models. Regional model faces and market-appropriate backdrops were applied automatically—maintaining full brand safety and model IP protection without commissioning separate shoots per territory.

Faceswap on Video Background Generation Market Localization Brand Safety
Read full case study
Localization Engine — 14 Markets MASTER CAMPAIGN 1 shoot → 14 markets AI ⚡ 🇯🇵 Japan 🇮🇳 India 🇧🇷 Brazil 🇩🇪 Germany 🇰🇷 Korea +9 Markets Auto Localization Pipeline Faceswap · Background Swap · Brand Safety Layer · Model IP Protection · Auto-Approval Queue Impact vs Traditional Per-Market Shoots ↓ 90% Budget Saved 14 Mkts · 48hrs 0 Travel Required IP Safe ✓
14 Markets Localized
🚀 Fashion · Full Platform

Full AI Fashion Stack — End-to-End Catalog Automation

A fashion-tech company adopted our complete AI Fashion platform—combining VTON, pose transfer, recolour, retexture, still-to-video, segmentation, and faceswap—to replace over 80% of traditional catalog production. The result: dramatically lower photoshoot costs, faster collection launches, and higher visual consistency across all ecommerce channels.

VTON Segmentation Pose Transfer Recolour Retexture Still-to-Video
Read full case study
👔 Virtual Try-On Multi-body VTON 👤 Pose Transfer 1 shot → many poses 🎨 Recolour Instant colorways 📚 Retexture Digital materials 🎬 Still → Video PDP-ready video ✂️ Segmentation Garment masks 🧲 Faceswap Regional localize 🏠 Background Gen Lifestyle scenes 8+ AI Models One platform Production Impact ↓ 80% Edit Time 10x Faster Cat. ↓ 60% Costs Zero Reshoots ✓
Full Catalog Automation

Ready to Eliminate Your Photoshoot Backlog?

Let's map your catalog production needs and design an AI Fashion pipeline that cuts costs, accelerates launches, and scales without limits. Our team is ready to start.