Powerful AI Innovation Hub

AITechnology

The marketplace hosted tens of thousands of themes, templates, and plugins with continuous daily uploads. users arriving from search, email, and referrals struggled to find relevant assets quickly — search queries were short or ambiguous, metadata quality was inconsistent, and many products lacked rich tags or screenshots.

cold-start items (new uploads) and new users made personalization difficult. result: low engagement, high bounce rate on category pages, and frequent cart abandonment. business constraints included strict latency requirements for page load, fairness concerns between independent sellers, and privacy/regulatory limits on user data usage.

We delivered a hybrid recommendation platform combining offline candidate generation and a Real-time ranking service. The approach included:

  • Data & feature foundation
  • User experience enhancement
  • Performance optimization
  • Scalability improvements
  • Analytics integration