THE CHALLENGE
- Keyword search missed shopper intent
- Manual merchandising rules did not scale
- Low discovery after the first query
- Hard to connect search to upsell paths
Turn on-site search into discovery: surface relevant products in real time using AI that reads query context—not just keywords.
AI
Query-aware suggestions
↑
Engagement on search
Real-time
Recommendations
Shopify
Native integration
Overview
Turn on-site search into discovery: surface relevant products in real time using AI that reads query context—not just keywords.
Shorten the path from search to relevant products by interpreting query intent—not only exact keyword matches.
Results & Impact
AI
Query-aware suggestions
↑
Engagement on search
Real-time
Recommendations
Shopify
Native integration
“UpsellFlow turned search into a discovery channel. Shoppers find relevant products faster and our AOV improved without heavy manual rules.”
Technology Stack
Shopify Storefront & Admin APIs
Node.js / TypeScript
AI / embeddings & ranking logic
React theme app extensions
Analytics hooks for search sessions
Cloud functions for low-latency inference
Let's build a smart solution that drives results for your business.
