BundlePilot

BundlePilot is a web app (with an optional Shopify app wrapper) that helps small-to-mid e-commerce brands create and maintain high-performing product bundles using recommendation modeling focused on margin and inventory realities. Instead of generic “customers also bought,” it generates bundle candidates (e.g., starter kits, refills, seasonal sets), predicts lift, and flags operational risks like low stock, slow-moving items, or cannibalization of bestsellers. It connects to Shopify/WooCommerce plus GA4, pulls orders and catalog data, and runs lightweight models to propose bundles with pricing guidance (discount vs. no discount) and placement suggestions (PDP, cart, post-purchase). The app tracks A/B tests and stops underperforming bundles automatically. It’s not magic: results depend on traffic volume and clean SKU data, and very small stores may see limited gains. But for stores with steady sales, it can turn messy merchandising into a repeatable system.