The United States Patent and Trademark Office (USPTO) has issued patent US12586102B2, titled 'Heuristic clustering,' to TRANSFORM SR BRANDS LLC. This patent covers methods and apparatus for an e-commerce system that clusters customers based on purchase history and demographic data to personalize services. The patent was filed on October 14, 2024, and granted on March 24, 2026, with 21 claims.

This patent grant represents a new intellectual property right for the assignee, potentially impacting how e-commerce platforms segment and target customers. While this is a patent grant and not a regulatory rule imposing direct compliance obligations on other entities, companies operating in the e-commerce space, particularly those utilizing customer segmentation and personalization strategies, should be aware of this granted patent. Companies may need to review their own practices to ensure they do not infringe on the patented technology.