Customer Upsell Opportunities

This Agents Goal:Conduct a comprehensive analysis of the past X months (ie 12 months) of customer-level sales data to identify and prioritize upsell opportunities by:-Segmenting customers based on revenue contribution, purchase frequency, product mix, and growth trends-Uncovering product affinity patterns and cross-sell correlations across similar customer cohorts-Identifying gaps in product adoption relative to peer groups-Analyzing changes in purchasing behavior (recency, frequency, volume, and price sensitivity)-Quantifying incremental revenue potential of targeted upsell scenariosThe outcome is ranked, revenue-weighted list of upsell opportunities by customer and product, supported by clear statistical relationships and actionable insights for sales execution.