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.
FAQ
The app surfaces AI-driven product recommendations based on shopper search intent and browsing signals—so merchants can increase relevance, attach rate, and revenue without manual merchandising for every query.
Relevance is the goal. Recommendations are tuned to intent and catalog context so shoppers see useful next products—not random upsells. Merchants can refine placement and rules as performance data comes in.
Typical placements include search, product, and discovery surfaces where intent is strongest. Digiware scopes widgets and admin controls so merchants control where recommendations appear and how they behave.
Engagements track metrics like revenue lift, click-through, and attach rate against a clear baseline. That way “AI recommendations” map to commercial outcomes—not vanity widget impressions.
No. Digiware delivers the app, integration, and operating model so merchants and marketers can manage recommendations from Shopify admin. Engineering handoff includes how to monitor and iterate without a dedicated ML team.