Recommendation Engine

If the product in the recommended size is unavailable, the Recommendation Engine suggests alternative models, such as other color variants, that match the user’s fit and preferences. It also shows similar products in the same price range and highlights options with comparable features. Because stock availability is taken into account, users only see relevant products that are currently in stock.

This offers several benefits. Users do not need to search manually for alternatives, because the system presents suitable options automatically. It also expands the range of products shown by surfacing items the user may not have considered but that still meet their needs. When a customer’s first choice is unavailable, the engine helps guide them to suitable alternatives, reducing frustration and potentially lowering bounce rates. In this way, it works not just as a recommendation tool, but as a personalized shopping assistant that improves the buying experience and helps prevent poor purchase decisions.