Remember
what matters.
Research-backed personalization for returning shoppers.
EXPLORE SYSTEM ↘
A shorter path back to the right product.
Designed for an existing store, grounded in how shoppers actually think and behave.
A recommendation system that uses a shopper’s previous activity to make their next visit more relevant.
It can use products they previously viewed, explored, saved, or added to cart and bring the most relevant options back when they return.
Make the next visit relevant.
Interact with the walkthrough to explore what the experience does at every step.
Swipe the demo or use the arrows for the next step. Click a step above to jump to it.
WALKTHROUGH
The product is designed to work inside the existing ecommerce experience, not as a separate destination.
EXPLORE THE METHOD ↘The logic behind relevance.
The studies and established principles informing how this experience is designed.
DENCE↗
Research translated into practical interfaces.

Consideration Set Effect
Shoppers don’t seriously consider every product in a store. They narrow their attention to a smaller set of relevant products before deciding what to buy.

How Do Recommender Systems Lead to Consumer Purchases? A Causal Mediation Analysis of a Field Experiment
Remember. Recognize. Recommend.
Each interaction follows an intentional sequence—not an arbitrary collection of features.
RELEVANCE / RETURNING SHOPPERS
The best next choice starts with what came before.
The store remembers what mattered to the shopper before, and uses it to decide what should matter when they come back.