Learn fan-out without the folklore.
A practical path from one user job to one defensible page decision.
Start with the decision
01What SEO fan-out means hereA precise definition of the modeled planning framework, what it can reveal, and what it cannot.02Query fan-out is not a content planWhy a long branch list should not become a long URL list, and how to turn it into a bounded publishing decision.03When a topic deserves its own pageA practical threshold for separating a topic from an existing page without creating thin or competing URLs.
Evidence before output
Use the right artifact to earn the right decision.
Field notes
See all field notes →Why more content is not always the answerThe output of research is often an edit, a merge, a test, or a deliberate decision to leave the page set alone.Why comparing AI answers does not decide your SEO pagesVisible AI outputs can inform research, but page ownership and evidence—not provider differences—determine the SEO action.What a no-page decision looks likeA practical record for cases where an existing page already does the job and another URL would add noise.