After years of research, debate, experimentation, pilot projects and global hype, generative AI platforms like Google Search, Claude, Perplexity and ChatGPT are now transforming how people find information online.

Most content never makes it into an AI-generated answer. Not because it’s bad, but because it’s never found in the first place. Before an AI system can use your content in a response, it must retrieve it. If you don’t win the retrieval battle, your content never even makes it onto the field.

Retrieval is like securing a job interview. It gets your content in the room, but it doesn’t guarantee selection. Structure is what determines whether your content gets “the job,” that is, whether it’s deemed “useful” enough to be included in a response.