Upsell Mapper
by @leooooooow
Map product relationships and purchase sequence patterns to identify the best cross-sell triggers at checkout, post-purchase, and in creator content.
clawhub install upsell-mapperπ About This Skill
name: upsell-mapper description: Map product relationships and purchase sequence patterns to identify the best cross-sell triggers at checkout, post-purchase, and in creator content.
Upsell Mapper
Most ecommerce brands sprinkle cross-sell widgets across the funnel without evidence that the pairings actually convert. This skill turns raw order data and content placements into a concrete upsell map that tells you which SKU should be offered after which, at which funnel stage, with which angle, so every cross-sell slot on your storefront and creator content has a tested reason to exist.
Use when
What this skill does
Takes a list of SKUs, order line-item data, and optional review or return notes, then builds a directional affinity graph: for each source product, it ranks the top candidate follow-up products by attach rate, gross margin contribution, average time between purchases, and return correlation. It then groups these into three placement-specific playbooks β checkout add-ons, post-purchase one-click offers, and creator content pairings β because each slot rewards a different kind of upsell (impulse, convenience, demonstration).
Inputs required
Output format
A three-part deliverable. First, the affinity matrix: a ranked table of source SKU, recommended follow-up SKU, attach rate, incremental margin per thousand orders, and confidence note. Second, placement-specific playbooks: for checkout, post-purchase, and creator content, a shortlist of the top five pairings with the recommended copy angle for each slot. Third, a prioritized rollout plan: which pairings to test first based on traffic volume, implementation effort, and expected margin uplift over a four-week test window.