01
Similar Products
Matches an item to the closest things you sell, so a shopper looking at one product immediately sees the
alternatives worth considering. It needs no prior behavioral history on the item itself, which makes it
dependable for long-tail products and for SKUs you added this morning.
Where it appears
- Product pages, as a "You may also like" module
- Out-of-stock and discontinued pages, as a substitution
- No-results and thin-results pages
02
Frequently Bought Together
Association-rule mining over your own order history, surfacing the products your customers genuinely buy in
the same transaction. It returns complements rather than substitutes, so the recommendation completes a
purchase instead of competing with it.
Where it appears
- Product pages, as a bundle beside the buy box
- Cart page and cart drawer
- The interstitial straight after an add to cart
03
Customers Also Bought
Collaborative filtering across your whole customer base rather than within one order. It reaches wider than
a bundle does, into the adjacent categories that share a customer profile without ever showing up in the
same transaction.
Where it appears
- Product pages, below the bundle
- Cart page and cart drawer, as basket expansion
- Order confirmation
04
Viewed Together
The products people look at in the same session, whether or not anyone bought. That is the consideration set
rather than the purchase, and because view signal is far denser than transaction signal it works earlier in
the funnel, while a shopper is still comparing.
Where it appears
- Product pages, as a shoppers-also-considered module
- Category and collection pages
- Search results
05
Recently Viewed
A shopper's own view history, most recent first, held across the session and across return visits. Nothing
is modeled here. It removes the friction of re-finding an item and keeps what someone already liked in front
of them.
Where it appears
- A persistent strip across product, category and home
- The homepage on a return visit
- The cart, as a reminder of considered items
06
Top Sellers
What your storefront is demonstrably selling, scoped to the category the shopper is standing in. It is
behavior-agnostic on purpose, which is exactly what makes it the fallback: it is always populated, and it is
always relevant to real demand.
Where it appears
- Any slot the behavioral algorithms leave unfilled
- The homepage, as best sellers or trending now
- Empty-state and no-results pages
07
Abandon Cart Triggers
Event-driven, and the event is a shopper leaving with a full cart: exit intent, inactivity, or a session
ending without checkout. It re-presents the cart and the items that go with it at the most recoverable
moment in the funnel.
Where it appears
- An exit-intent overlay on cart and checkout
- Cart drawer re-engagement within the same session
- A resume-checkout module on the return landing
08
Replenishment
A timing model for consumables. It works out roughly how long a shopper's supply lasts from their own
purchase history, then surfaces the reorder prompt as that date comes around, instead of waiting for them to
remember.
Where it appears
- Homepage and account pages on a return visit
- Product and category pages for things already bought
- The cart, as a one-click reorder