Cross-Sell Opportunity Engine

Overview

This skill discovers high-probability cross-sell opportunities by mining transactional data for product co-purchase patterns, sequential purchase paths, and segment-level category gaps. It produces ranked product pair recommendations, bundle designs, and channel-specific activation strategies to grow AOV and customer category penetration in CPG and retail e-commerce.

When to Use

• Identifying which products to recommend alongside or after a purchase
• Designing product bundles or kits with data-driven composition
• Building personalized recommendation strategies for email, site, or ads
• Analyzing category penetration gaps across customer segments
• Planning cross-category marketing campaigns
• Optimizing product page "Frequently Bought Together" sections
• Increasing AOV through strategic product pairing

Required Inputs