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    AI Outfitting & Bundling Styling and shoppable experiences
    AI Image Studio AI-generated product imagery for e-commerce
    Catalog Enrichment Data, search, and discoverability
    Products Overview →
    AI Outfitting & Bundling
    Shop the Look Let shoppers buy the full outfit directly from any styled image.
    Styled for You Personalized outfit recommendations based on individual shopper preferences.
    Complete the Look Suggest complementary pieces to round out whatever a shopper is already viewing.
    Shop Similar Surface visually comparable alternatives when a specific item is out of stock or out of budget.
    Flat Lay to Model Choose from diverse models with full control over pose, crop, and framing.
    Background & Scene Swaps Place products in clean studio backgrounds, lifestyle environments, or custom lighting moods.
    AI Colorway Swaps Create photorealistic images for every colorway from a single reference shot.
    Model Diversity & Inclusive Imagery Output-ready formats for PDPs, social platforms, and campaign lookbooks.
    Product Catalog Enrichment Fill gaps in product catalogs with structured, accurate attributes at scale
    On-Site Search Ensure shoppers find exactly what they're looking for with smarter, intent-driven search results.
  • Industries

    Outfitting for your customers

    • Accessories Build looks around accessories
    • Apparel Turn products into complete looks
    • Athletic & Athleisure Build coordinated activewear sets
    • Beauty Build complete beauty routines
    • Department Stores Style across brands at scale
    • Footwear Build looks around footwear
    • Home & Lifestyle Complete the room
    • Kids & Family Build coordinated kids & family looks
    • Luxury Deliver elevated, brand-right styling
    • Outdoor Build performance-ready looks
    • Swimwear Create matching sets & looks
  • Innovation

    Innovation

    • Optimization Suite End-to-end performance tools that tune conversion rates, AOV, and UPT across every touchpoint.
    • Stylitics AI Labs Early-access experimental AI capabilities, from generative merchandising to next-gen personalization.
    • Stylitics Strata Enterprise data infrastructure connecting catalog intelligence, shopper signals, and AI models.
  • Solutions

    By Role

    • For E-Commerce Teams Drive conversion & AOV
    • For Product & Technology Teams Integrate & innovate faster
    • For Marketing & Content Teams Scale content & campaigns
    • For Heads of AI Govern & scale AI adoption

    By Business Type

    • For Multi-Brand Retailers Unified experiences at scale
    • For Brands Own your product story
    • For Consultancies & Systems Integrators Scale AI styling and bundling
    • For Agencies Create client-ready retail AI
    • For Tech Providers Embed styling intelligence
  • Resources

    Resources & Tools

    • Case Studies Proven retail AI results
    • Press News and company coverage
    • Glossary Retail AI terms, defined
    • Blog Insights on retail AI
    • eBooks Deep dives for retail teams
  • Company

    Company

    • About The leading vertical AI company in retail
    • Infrastructure Production retail AI platform
    • Leadership & Culture Builders, experts, and operators
    • Careers Join the retail AI team
    • Pricing Plans built for production
    • Contact Talk to the Stylitics team
Book a demo
  • AI Outfitting & Bundling

    Styling and shoppable experiences

    • Shop the Look Let shoppers buy the full outfit directly from any styled image.
    • Styled for You Personalized outfit recommendations based on individual shopper preferences.
    • Complete the Look Suggest complementary pieces to round out whatever a shopper is already viewing.
    • Shop Similar Surface visually comparable alternatives when a specific item is out of stock or out of budget.
  • AI Image Studio

    AI-generated product imagery for e-commerce

    • Flat Lay to Model Choose from diverse models with full control over pose, crop, and framing.
    • Background & Scene Swaps Place products in clean studio backgrounds, lifestyle environments, or custom lighting moods.
    • AI Colorway Swaps Create photorealistic images for every colorway from a single reference shot.
    • Model Diversity & Inclusive Imagery Output-ready formats for PDPs, social platforms, and campaign lookbooks.
  • Catalog Enrichment

    Data, search, and discoverability

    • Product Catalog Enrichment Fill gaps in product catalogs with structured, accurate attributes at scale
    • On-Site Search Ensure shoppers find exactly what they're looking for with smarter, intent-driven search results.
  • Products Overview →
  • Accessories

    Build looks around accessories

  • Apparel

    Turn products into complete looks

  • Athletic & Athleisure

    Build coordinated activewear sets

  • Beauty

    Build complete beauty routines

  • Department Stores

    Style across brands at scale

  • Footwear

    Build looks around footwear

  • Home & Lifestyle

    Complete the room

  • Kids & Family

    Build coordinated kids & family looks

  • Luxury

    Deliver elevated, brand-right styling

  • Outdoor

    Build performance-ready looks

  • Swimwear

    Create matching sets & looks

  • Optimization Suite

    End-to-end performance tools that tune conversion rates, AOV, and UPT across every touchpoint.

  • Stylitics AI Labs

    Early-access experimental AI capabilities, from generative merchandising to next-gen personalization.

  • Stylitics Strata

    Enterprise data infrastructure connecting catalog intelligence, shopper signals, and AI models.

  • For E-Commerce Teams

    Drive conversion & AOV

  • For Product & Technology Teams

    Integrate & innovate faster

  • For Marketing & Content Teams

    Scale content & campaigns

  • For Heads of AI

    Govern & scale AI adoption

  • For Multi-Brand Retailers

    Unified experiences at scale

  • For Brands

    Own your product story

  • For Consultancies & Systems Integrators

    Scale AI styling and bundling

  • For Agencies

    Create client-ready retail AI

  • For Tech Providers

    Embed styling intelligence

  • Case Studies

    Proven retail AI results

  • Press

    News and company coverage

  • Glossary

    Retail AI terms, defined

  • Blog

    Insights on retail AI

  • eBooks

    Deep dives for retail teams

  • About

    The leading vertical AI company in retail

  • Infrastructure

    Production retail AI platform

  • Leadership & Culture

    Builders, experts, and operators

  • Careers

    Join the retail AI team

  • Pricing

    Plans built for production

  • Contact

    Talk to the Stylitics team

Book a demo
Swimwear Brands

Convert a top into a set

Swim is merchandised as separates, so a large share of your baskets are missing their other half. Letting shoppers build and size the complete set on the product page lifts units per transaction and removes the fit guesswork that stalls the purchase. Below is the module stack we’d deploy for a swim brand, ranked by the revenue impact we’d expect first.

Find Out More

10 Years of Trust

Complete the Look

Nobody packs just the swimsuit

A suit on its own is a one-item order. Complete the Look surrounds it on the PDP with the pieces that make the trip — the straw tote, the leather sandals, the gold earrings — each one shoppable in the panel, each with its own colorways to swap through. Shoppers build the whole vacation cart without leaving the page they landed on.

  • Cover-ups, totes, sandals & jewelry matched to each suit
  • Swap colorways and sizes in-panel, no bounce to another PDP
  • Turns a single-suit order into a full holiday basket
Shop the Model

She's not just wearing the swimsuit

In every swim campaign shot, the suit arrives styled. There’s a linen shirt thrown over it, a straw tote on the arm, sandals on the feet. Shop the Model turns that image into the entry point, so a shopper who came for the print can take the whole beach look. And seeing the suit worn, styled, and in proportion answers the coverage questions that stall a swim purchase before checkout.

  • Campaign, editorial, and social swim imagery becomes shoppable
  • Every piece in the shot selectable and sized on its own
  • Coverage and cut shown as worn, not flat on white
Mix and Match

The pairing happens on your page, not across four tabs

Mix & Match stacks the tops and the bottoms together and lets shoppers click through the options to build the set themselves. Put the floral halter against the brown bottom, swap it for the red, go back to the print. Every piece carries its own size and price, so whatever combination they land on is a real, buyable set rather than a guess they have to reassemble from two separate product pages.

  • Click through tops and bottoms to see each pairing come together
  • Independent sizing on every piece, so any combination is buyable
  • One add to cart for the set they built
Shop the Set

A sold out piece should not kill the whole set

Sets break constantly during a swim season. One piece sells through, and the look sitting on your site quietly becomes a dead end that sends shoppers to a 404 or an empty size dropdown. Shop the Set checks inventory in real time and swaps the sold out piece for an available one, so what a shopper sees is always a set they can actually buy, all the way through peak.

  • Real time inventory sync on every piece in the set
  • Sold out items swapped automatically for available alternatives
  • No dead ends between the look and the cart

WHY LEADING BRANDS CHOOSE STYLITICS

The Difference Between Stylitics and Basic Bundling Platforms

If you want basic product pairings, there are simpler tools. For the most widely adopted platform in AI outfitting and bundling, choose Stylitics.
Recommended

Stylitics

AI outfitting & bundling refined through years of real-world retail deployment.
The proven standard in AI outfitting & bundling
10+ Years Proven
Trained on massive styling and performance datasets
100B+ Sessions
Recommendations shaped by AI and expert style authority
AI + Experts
Extensive library of shopper experiences and UI patterns
Dozens of UIs
Built-in testing, optimization, and reporting tools
100+ Tests Per Year
Proven to operate at global retail scale
1,000+ Programs
Best for:
Enterprise Retailers Premium & Luxury Brands Large Assortments Global Commerce Teams Brand-Critical Discovery Experiences
Alternative

“Algorithm”-only vendors

Simple recommendation or pairing systems.
Product pairing without deeper style logic
Basic Rules or LLM
Limited retail context and merchandising intelligence
Thin Data
Minimal shopper experience variety
Few UIs
Little customization or flexibility
Rigid Setups
Limited experimentation and reporting
Light Analytics
Unproven at true enterprise scale
Early Stage or Copycats
Might work for:
Basic Cross-Sell Simple Product Pairing Smaller Catalogs Limited Merchandising Needs Early Experiments
ONGOING OPTIMIZATION

Test, Learn, and Improve Continuously

Stylitics includes the experimentation tools, analytics, and expert strategic support retailers need to optimize discovery experiences over time.

Experience Composer

Publish tailored experiences by category, channel, and market.

Testing Orchestrator

Run large-scale tests across algorithms, placements, and strategies.

A/B & Variant Testing

Experiment with UI, ranking logic, and shopper flows.

Performance Reporting

Measure engagement, conversion, and basket impact.

Merchandising Insights

Understand which combinations perform best.

Continuous Optimization

Programs improve as more session data is ingested and analyzed.

How J.Crew Made Editorial Imagery Instantly Shoppable

Stylitics helped J.Crew turn editorial imagery into shoppable outfitting across PDPs, Shop the Model, and triggered email. The result was stronger product discovery, deeper engagement, and a more connected shopping experience that stayed true to each brand’s aesthetic.

· 20% Cart-Add Rate · Shoppable Editorial · Cross-Channel Styling · Continuous Innovation ·

The AI Behind Stylitics Outfitting & Bundling

Stylitics combines advanced machine learning, retail logic, and real-time systems to power the industry’s most sophisticated outfitting & bundling programs.

Product Compatibility Models

AI identifies complementary items across large assortments and categories.

Merchandising Logic Engine

Retail rules, style knowledge, and product relationships work together in every recommendation.

Inventory-Aware Systems

Recommendations adapt automatically as products go in and out of stock.

Real-Time Optimization

Outfitting & bundling adjusts based on assortment changes and shopper behavior.

Large-Scale Data Processing

Millions of product relationships and combinations analyzed continuously.

Continuous Model Training

Algorithms improve as more assortments and interactions are added.
DATA ADVANTAGE

Retail’s Richest Styling Datasets

Stylitics is trained on one of the deepest product, styling, and merchandising datasets in the industry.

Multi-Vertical Intelligence

Coverage across apparel, footwear, accessories, home, decor, sports, lifestyle, hobby, and more.

Billions of Shopper Interactions

Continuous learning from real engagement data.

Styling Pattern Intelligence

Relationships derived from thousands of assortments and brands.

Merchandising Performance Data

Insights from real outfitting & bundling programs and conversion outcomes.

Brand-Level Customization

Models tuned to retailer assortment and brand identity.

Continuous Learning

The system gets stronger as more retailers and assortments are added.

Get Started

Discover how Stylitics helps retailers inspire shoppers, increase basket size, and unlock the full value of their assortments.

Fill out the form to get priority access to a quick demo. No hype. No long sales decks. Just a real conversation about the proven outfitting engine that powers leading retailers globally.


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