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Commerce

Smart Bundles

Suggest complementary products from cart and browse context, not generic upsells. Show savings clearly versus buying items separately.

Interactive demo

Cart: Camera ($500)

Overview

How might we design smart bundles so people can trust and act on AI output?

When to use

  • Ideal for e-commerce platforms, online marketplaces, and retail applications where intelligent product bundling increases sales and customer satisfaction.

When to skip

  • Regulated add-ons needing explicit opt-in copy.
  • Bundles that hide individual line prices.
  • Empty carts with no signal beyond random accessories.

Rules

  • Frequently bought together with unrelated items.

  • Pre-checked bundle items in checkout.

  • Bundle discount unclear versus buying separately.

  • Same bundle on every SKU regardless of category.

Evidence

ProductImplementation
AmazonFrequently bought together and complete your purchase rails.
ShopifyAI bundle apps on PDP and cart drawers.
EtsyShop sections suggesting matching handmade add-ons.
TargetComplete the look and accessory bundles online.

FAQ

What makes a bundle smart?

Items are paired from co-purchase patterns and current context, not static merchandising rules only.

Where to show bundles?

PDP for discovery, cart for last-mile add-ons, post-add for one-click append.

Smart bundles vs smart recommendations?

Recommendations are single SKUs. Bundles are grouped offers with joint value.

Pricing transparency?

Show bundle price, savings, and individual SKUs if user expands details.