Agentic SEO means handing a defined workflow to an agent that pulls its own data and follows a written method. Here is the four-layer setup, the agents that fit each job, and the guardrails that keep it from going wrong.
In a 2026 survey of 130+ search experts, brand and entity memory outranked llms.txt, chunking, and schema as the strongest driver of AI citations. Here is what that means for your GEO plan.
A runnable Codex playbook for October 2026: 15 traffic jobs you can hand to an agent, the exact prompt for each, what to check before you trust the output, and where the automation stops.
A century-old water brand went from missing on brand decision prompts to the top three AI recommendations. Inside the intent map, semantic rebuild and source plan behind the reported 12% to 38% shift.
An arXiv causal audit called CiteChoice replayed real GPT-5.4 search transcripts and found structured text redistributes citation credit between matched sources, while the famous first-versus-fifth rank gap mostly collapses under controlled swapping.
Google cut Search profile eligibility to 10,000 followers, its second reduction since June, and added single-login management for up to 10 brand profiles.
Google lowered Search profile eligibility to 10,000 followers, added single-login multi-brand management, and refreshed article views. Here's how to claim yours.
A 3,850-prompt study found directories supply 41% of AI citations on supplier-selection prompts. Here is a verified free submission list, and how to prioritize it.
A Codex skill that splits one domain question into three: free registry state from RDAP, free Cloudflare prices from a public socket, and the token-gated check.
A viral post claims schema markup has zero effect on AI citations, based on a study that never tested schema at all. Here is the real study's 4-factor priority order, how to audit your page against it, and what to fix first.