AI is transforming how consumers discover products online. Search engines are no longer the sole gatekeepers of traffic; AI chatbots, answer engines, and new shopping assistants are increasingly delivering direct answers and personalized recommendations. For ecommerce brands, this shift fundamentally changes how visibility, customer acquisition, and attribution work.