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    PRODUCTS
    AI Outfitting & Bundling Styling and shoppable experiences
    Al 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 Styling AI-paired outfitting with realistic fabric physics and the ability to highlight specific garments.
    Model Diversity & Inclusive Imagery Output-ready formats for PDPs, social platforms, and campaign lookbooks.
    Product Data 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.
  • 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
  • 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.
  • Al 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 Styling AI-paired outfitting with realistic fabric physics and the ability to highlight specific garments.
    • Model Diversity & Inclusive Imagery Output-ready formats for PDPs, social platforms, and campaign lookbooks.
  • Catalog Enrichment

    Data, search, and discoverability

    • Product Data 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 →
  • 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

  • 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
STYLITICS STRATA™ AI PLATFORM

Build Retail AI Faster With Stylitics Strata™ SDK

Gain access to the production-ready tools, datasets, and expert services behind the world’s most widely deployed retail AI programs. 45+ tools. 25+ datasets. Expert services. Already powering thousands of live programs across 5,000+ brands.

Request Early Access

Production Performance

45+ Production tools
25+ Datasets
1,000s Live programs
6B+ Sessions / year
5,000+ Brands
50+ Countries
10+ Years built
99.99% Uptime

Used by the World's Best

Stylitics Strata™ AI Platform

Powering Frontier Retail AI Programs

AI Image Production

On-model photography, colorway generation, background swaps, and virtual try-on at catalog scale for major global retailers.

Catalog Enrichment

Attribute completion, product copy generation, and structured metadata across millions of SKUs and thousands of catalogs.

Recommendations & Bundling

1,000+ live outfitting and bundling programs. Complete-the-look, cross-category styling, and set matching across every vertical.

Styling & Content

Lookbook generation, editorial content, shoppable experiences, and brand-aligned creative produced automatically.

Personalization

Real-time shopper preference modeling across 26+ attributes. Personalized from first page view. Every channel.

Intelligence & Analytics

Trend detection, performance analytics, shopper engagement signals, and retail data analysis for merchandising and strategy.

This Is Not Your Run-of-the-Mill Toolkit

Vision & Image Generation`

Analyze. Generate. Publish.

Production tools for everything from item detection and color analysis to on-model image generation and background removal. The same systems producing tens of thousands of retail-ready images per week for major global brands. Call an API, get studio-quality output.

  • On-model image creator, laydown generation, collage builder
  • Auto background removal and image rehosting
  • Item detection, person detection, color detection
Bundling & Outfitting Engine

The Outfitting Intelligence Behind a Decade of Market Leadership

The tools that power 1,000+ live outfitting programs. Agentic bundling that assembles, scores, and validates product combinations against brand rules, category logic, and variety requirements. Years to build. Billions of outfit views. Now you can call it.

  • Agentic bundling with quality scoring
  • Bundle variety detection and compound rule checking
  • Set matching and head-to-toe bundle retrieval
Search & Similarity

Find Any Product from Any Input

Visual search, vector-based similarity, and text-to-product matching trained on massive retail catalogs. Image, product, or text query in. Accurate matches out, at speed. Two search architectures depending on latency and precision requirements.

  • Visual item search from images
  • Similar item search via replacements or vector
  • Item and text vectorization for custom search
Classification & Enrichment

Turn Raw Product Data into Structured Retail Intelligence

Tools that classify, attribute, and vectorize product data using Stylitics’ proprietary retail taxonomy. Trained on millions of SKUs across thousands of catalogs. Better data in means better results out of every other tool in the SDK.

  • Style attribution and fashion attribution
  • Taxonomy mapping against proprietary structure
  • Item and text vectorization for search and recommendation
Datasets + Expert Services

Production Data and Real Experts, Not Just Documentation

Structured datasets spanning product catalogs, pricing, inventory, bundles, images, brand profiles, and configuration rules. Plus expert services: QA, post-production, prompt refinement, solutions architecture, integration, experimentation, and analytics. The data and the people who know how to use it.

  • Customer-scoped datasets across items, bundles, images, and configuration
  • QA, post-production, and prompt refinement teams
  • Solutions, integration, experimentation, and analytics experts

The Difference Between Stylitics Strata™ and Building from Scratch

If you have the time, budget, and retail domain expertise to build AI infrastructure internally, you can. If you want to ship product, choose Stylitics Strata™.
Stylitics Strata™ SDK

Recommended

Production retail AI infrastructure, ready to build on.
Production tools already running at enterprise scale
Production-Proven
Structured datasets built over a decade
Proprietary Data
Expert services from QA to solutions architecture
Experts in the Loop
Brand compliance, guardrails, and QA built in
Production-Safe
Outperforms generic AI on retail benchmarks
Better Results
Ship in weeks, not years
Weeks to Production
99.99% uptime, enterprise SLAs
Enterprise Grade
Best for
Commerce Tech Companies Retail Platforms Marketplaces Agencies Engineering Teams Building in Retail
Homegrown Tools or Generic APIs

Alternative

Build and maintain everything yourself.
Build each tool from scratch, test in production
Years of Work
Assemble training data with no retail foundation
No Data Advantage
Hire retail domain experts across styling, merch, QA
Hire a Team
Build your own brand compliance and QA systems
Build QA from Scratch
Generic AI outputs that fail retail quality standards
Lower Accuracy
12-18 months to first production output
12-18 Months
Maintain infrastructure, uptime, scaling yourself
Your Problem
Might work for:
Teams with Unlimited Time & Budget Proprietary AI Advantage Builders Research-Stage Projects

Build on Stylitics Strata™ AI Platform

strata@stylitics.com
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Products

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  • AI Styling
  • Visual Shopping
  • 1:1 Shopping
  • Product Catalog Enrichment
  • Product Recommendations
  • Product Discovery
  • AI Bundling
  • Digital Merchandising

Company

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  • Careers
  • Contact
  • Pricing

Resources

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  • Press
  • Case Studies
  • eBooks
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