Fashion Search • Image + Text • Catalog-Aware AI
AI Commerce Websites That Understand Intent.Text.Image.Search >_
Built for fashion and rental brands where customers find what they mean — not just what they type.Powered by FeatSearch — AI search infrastructure grounded in your own data.

Why this matters
Fashion search is about visuals, intent, and guidance — not just keywords.
Shoppers describe what they want, upload screenshots, and refine preferences step by step. FeatSearch combines image understanding, semantic meaning, and short guided follow-ups to narrow results and help users decide — without leaving your catalog.
The problem
- •Shoppers rarely know exact product names or keywords
- •Visual intent (style, shape, vibe) is hard to express with text alone
- •Result lists don’t help users compare or decide
- •Generic chatbots hallucinate items you don’t actually sell
The solution
- •Search using images, text, or natural language
- •Ask only 1–2 clarifying questions when needed
- •Retrieve and recommend strictly from your catalog
- •Explain why items match and link back to product pages
Catalog-aware Assistant
Guided Assistance Grounded in Your Catalog
FeatSearch Assistant is not a generic chatbot. It retrieves from your catalog first, then uses short follow-ups to refine intent and explain results. It never invents products — it only reasons over what your retrieval returns.
What shoppers ask
What FeatSearch does
- •Understands intent and constraints (budget, style, context)
- •Combines image similarity and semantic retrieval
- •Asks the minimum needed to narrow relevant options
- •Explains differences clearly and concisely
- •Keeps users inside your catalog and site
Beyond fashion
Extendable to Other Structured Catalogs
Image and semantic retrieval are the core. Search and chat are just interfaces. We built for fashion first, but the same unified retrieval foundation can power other structured catalogs when needed — without changing the core system.
Help shoppers find the right fashion item, faster
AI-powered image and semantic search built for fashion catalogs — helping shoppers discover, filter, compare, and convert with confidence.
- •Image search for similar styles, colors, and silhouettes
- •Semantic text search by intent (occasion, fit, material, trend)
- •Faceted filters for size, color, price, brand, and availability
- •Catalog-grounded recommendations with direct product links
Want this for your data?
Tell us what your catalog looks like — we’ll suggest the best setup.
Search scenarios
Try Image & Text Search With Guided Assistance
Upload an image, type a description, or ask naturally. This demo runs on a fixed fashion catalog to demonstrate real production behavior.

Open the live demo
No login. Instant results. Clean UX.
Solutions
Built For Fashion Sites, Platforms, and Product Teams
One engine. Multiple adoption paths — depending on your role and data.
For Shop Owners
Help shoppers find the right product without guessing keywords.
- •Image and semantic search out of the box
- •Catalog-aware guided discovery
- •Simple dashboard — no AI expertise required
For Platforms / Agencies
Offer smart search and guided discovery as a built-in capability.
- •White-label ready (your branding, your pricing)
- •Multi-tenant support for multiple shops
- •Centralized monitoring and control
For Developers
Build custom search and retrieval experiences.
- •Clean REST APIs
- •Search and assistant endpoints
- •Full control over UX and business rules
Flexible deployment options
Need a complete website — or a custom FeatSearch setup?
Whether you need a ready-to-use website with FeatSearch built in, or a custom integration tailored to your existing systems and data, we’ve got you covered. From full storefronts to bespoke search deployments, FeatSearch adapts to how you sell and how your data is structured — without forcing you into a generic setup.Talk to us about a full website package or a custom FeatSearch setup
Products
How You Use FeatSearch
Different ways to adopt FeatSearch — depending on how you build and sell.
FeatSearch Web
Smart search and guided discovery for catalog-driven sites
Upgrade product discovery so shoppers find what they need faster — with clearer context and fewer dead ends.
Built my site search →FeatSearch White-Label
Search and guided assistance for platforms
Your brand. Your pricing. Our engine. Designed for multi-tenant scale.
Platform page →FeatSearch API
Building blocks for search, RAG, and guided AI experiences
Use endpoints like /search, /chat, /recommend.
API docs →Why FeatSearch
Practical AI
Designed for real catalogs and controlled behavior — measurable, debuggable, and production-ready.
Built to be cost-efficient
- •CPU-first architecture with minimal GPU dependency
- •Predictable deployment and operating costs
- •Scale by real usage, not experimentation
Controlled by design
- •Catalog-grounded answers only
- •Business rules supported (filters, availability, constraints)
- •Clear explanations with links to sources
Ready to ship better product discovery?
Start with the demo. Move to your own catalog when you’re ready.
