Coverage
Five of the eight algorithms work the first purchase.
All eight are live from day one across product, category, home, search and cart. These five carry the shopper who has not bought from you yet.
Early to mid funnel
Viewed Together
Co-view collaborative filtering: products frequently viewed in the same sessions, whether or not a purchase
followed. It captures the consideration set a shopper cross-shops before deciding, and it works early
because view signal is denser than transaction signal.
Consideration
Similar Products
Item-to-item similarity scored across catalog attributes: type, category, brand, price band, color,
material. It needs no prior behavioral history on the anchor item, which makes it reliable for long-tail
SKUs, new arrivals and out-of-stock substitution.
Consideration and cart
Customers Also Bought
Collaborative filtering on cross-session co-purchase behavior, aggregated across the whole customer base. It
surfaces the adjacent categories that share a customer profile without sharing a single transaction.
High intent and cart
Frequently Bought Together
Association-rule mining over historical orders, finding the products that co-occur in the same transaction
above baseline rate. It returns complements rather than substitutes, so it is a true basket builder on the
product page, in the cart and immediately after an add to cart.
New or low signal
Top Sellers
Popularity ranking from aggregate sales velocity and conversion over a trailing window, scoped to the
current category so it stays contextual. It sits at the base of nearly every waterfall, which is what
guarantees a slot is filled rather than left empty.