Originally published at chudi.dev AI search engines do not rank pages. They score entities, then quote the entity that best matches the query. For a sub-DR-20 brand, this is the good news.

You cannot outspend enterprise SEO teams on backlinks. You can out-engineer them on entity coherence. This post is the engineering playbook for that work. It covers the three schemas that anchor the graph, the s