What is Refine?
Refine is an AI-powered search and recommendations platform that helps e-commerce stores deliver relevant product discovery experiences. Our visual AI understands what products look like, enabling natural language search, image-based discovery, and intelligent recommendations.Core Capabilities
Text Search
Natural language queries with visual understanding. Search for “red summer dress” and get visually similar results, not just keyword matches.
Image Search
Upload an image to find visually similar products. Perfect for “shop the look” experiences.
Recommendations
Similar items, visitor-based, and user-based personalization powered by visual AI and behavioral signals.
Product Listing Pages
Curated, merchandised collections with pinned products and intelligent ranking.
How It Works
Ingest Your Catalog
Upload your product data via API or dashboard. Refine processes images and generates visual embeddings for every product.
Integrate the SDK
Add the JavaScript SDK to your storefront. Initialize with your API key and start making search and recommendation requests.
Track Events
Use the built-in event tracking to capture impressions, clicks, and purchases. This data powers analytics and improves recommendations.
Choose Your Path
Quickstart
Get search working in 5 minutes
Core Concepts
Understand the fundamentals
SDK Reference
Complete SDK documentation
API Reference
REST API documentation
Need Help?
- Email: support@joinrefine.io
- Dashboard: app.joinrefine.io