Most ecommerce brands have a discovery problem disguised as a conversion problem. Shoppers arrive with intent, find something close to what they want, and then leave because they cannot quickly find the version that’s right for them. Traditional recommendation engines were built to optimise for certainty. They surface best sellers, frequently bought together products, and historical purchasing patterns. RecoMelon was built for uncertainty. Our VisualDNA™ technology analyses products visually and generates AI-powered recommendations that help shoppers refine their choice directly from the product page. Combined with Dealbreaker™ attributes, shoppers can filter visually similar alternatives based on the characteristics that matter most to them. The outcome is simple: • More products discovered • Longer shopping sessions • Higher Average Order Value • Greater catalogue visibility • Better customer experiences RecoMelon is helping Shopify brands transform generic “You Might Also Like” experiences into intelligent product discovery journeys.