The transition now underway
Traditional SEO still matters, but it no longer describes the full discovery environment. Buyers increasingly use AI systems to summarise options, compare vendors, and interpret categories before they ever visit a website directly.
That means websites must be readable not only by search engines, but also by language models, agents, and AI-assisted research workflows.