FlowMatch AI
Production-grade recommendation engine powered by Two-Tower retrieval, LightGBM ranking, and MMR diversity re-ranking.
👤
50K
Registered users
📦
50K
Product catalogue
🏷️
8
Product types
⚡
3-Stage
ML pipeline
ML Pipeline Architecture
Intelligent
Recommendations
3-stage pipeline processes 50K items in ~75ms. Two-Tower neural retrieval narrows to 200 candidates, LightGBM ranks with 32 features, then MMR ensures diversity.
Retrieval ~15ms
Ranking ~55ms
Re-Rank ~2ms
Product Categories
💻
electronics
~6.2K items
👕
clothing
~6.2K items
🍕
food
~6.2K items
💄
beauty
~6.2K items
⚽
sports
~6.2K items
🏠
home
~6.2K items
🧸
toys
~6.2K items
📚
books
~6.2K items