Recommendation Engine

If a desired bike is unavailable, the Recommendation Engine suggests alternative models that fits the user and match the user's preferences. It also displays similar products within the same price range, highlighting those with comparable features. Additionally, it ensures that available stock is considered, so users only see relevant options.

This functionality provides several key advantages. Users no longer need to search manually for alternatives, as the system presents suitable options automatically. It expands the selection by introducing products that might not have been previously considered but align with user needs. By guiding customers toward alternative products when their initial choice is unavailable, the engine helps reduce frustration and bounce rates. More than just a recommendation tool, it acts as a personalized shopping assistant, improving the overall buying experience while reducing incorrect purchases.