Sears Holdings has started offering Sears.com and Kmart.com customers personalized product recommendations using technology from Richrelevance. "Personalized product recommendations will benefit shoppers by helping them more easily find the products they are looking for and discover other relevant products that they might not have known we offer online," said Imran Jooma, VP of direct commerce at Sears.