In 2026, the fastest-growing ecommerce teams are no longer asking whether visitor engagement automation works - they are asking which numbers prove it works.
Most teams still track the wrong signals: clicks, chatbot opens, or time on site, without knowing whether AI chatbots, recommenders, quizzes, or calculators are lifting conversion