

Integrate Velebit AI's multimodal solution that combines images and text to deliver intuitive
and accurate e-commerce searches, just like a personal shopping assistant
chat-like interface to easily refine searches
multimodal AI that processes both images and text
recognizes visual product attributes (colors, patterns, neckline, etc)
understands fashion styles directly from images - no tags or descriptions needed
multilingual search support for shoppers worldwide
understands user intent even with spelling mistakes
Chat-to-Search is a multimodal AI search tool that helps customers find what they need through a simple, chat-like interface. It goes beyond traditional search by analyzing both text and images, ensuring all your products are found - even when descriptions are incomplete or when the visual details (like fashion styles or colors) are missing.
As customers chat, the AI continuously refines the search with each new prompt, getting closer to the perfect result every time - just like interacting with a helpful shopping assistant.
Turn search frustration into seamless discovery and help customers find exactly what they need, even with incomplete product details.
STEP 1
The user initiates a search through a chat-based interface, making inquiries in natural language about specific items
STEP 2
The LLM processes the user's input to extract key details, identifying elements such as product type and specific features
STEP 3
LLM extracts product filters (price, brand or size) and generates a semantic query. This query is then transformed into a vector by Velebit AI's machine learning model.
STEP 4
The search is performed by a multimodal model that processes both images and text using a vector database, while also integrating product filters into the search process.
STEP 5
The result is a list of e-commerce items that users can choose from to purchase an item immediately or refine their search further in the chat.
Tired of abandoned searches? Chat-to-Search helps customers find what they need faster. They can refine their search just like talking to a personal shopping assistant
Chat-to-Search uses both images and text to deliver better search results, all without the need for manual adjustments to your product descriptions and inventory
When customers search with Chat-to-Search, the AI analyzes product images for key details like colors, patterns and even fashion styles, finding the perfect match even if the product isn't tagged with those attributes
Customers can search in any language, whether by typing or speaking. Chat-to-Search instantly understands and delivers relevant results, making shopping seamless for a global audience
With Velebit AI's Chat-to-Search, your customers can simply describe what they need, just like talking to a personal shopper. Our AI takes care of the rest, searching both text and images to deliver the most relevant products
Talk to usStop losing sales to numerous filters and endless product scrolling. Make it easy for customers to find what they need, no matter how they search
Turn a messy marketplace into an organized browsing experience. Chat-to-Search helps users quickly find items, even with user-generated images on listings
Make fashion discovery effortless. Chat-to-Search understands style, fabric, color and other attributes, delivering results that align with shoppers' unique tastes
Chat-to-Search helps customers find exactly what they envision—whether it's mid-century modern or minimalist—without endless product filters
Upgrade the search process across vast inventories and multiple brands, helping customers find what they want while giving your business a competitive advantage
Help shoppers find the perfect artwork, even without using the exact terms. Chat-to-Search showcases the best pieces based on their style and needs
It is implemented as a RESTful JSON API, designed for a seamless integration with your existing e-commerce platform. The API processes incoming user messages and generates optimized search results. This ensures that Chat-to-Search can scale with your business needs, adapting to increased user traffic without compromising performance.
Integrate Chat-to-searchWhat teams around the world say about working with us