Gift givers typically find the process of selecting a personalized gift for a gift recipient to be time consuming with a low likelihood that the selected gift will be positively received by the recipient. The present disclosure describes analyzing a gift recipient's transaction history using machine learning techniques. Based on the analysis, one or more gift recommendations are provided to the gift giver. The one or more gift recommendations may comprise links to purchase products associated with the one or more gift recommendations. Additionally or alternatively, the one or more gift recommendations may comprise information about where the product may be purchased. This may improve the overall accuracy of the gift giving process, while reducing the stress surrounding gift giving. Additionally, the commercial opportunities of businesses may be expanded by partnering with sites that host the analysis.