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What Google has actually confirmed about topical authority, why query fan-out makes full topic coverage matter more in AI search, and a method to build it: page-vs-section rules, a 20-page worked topical map, internal linking and measurement.
AI Overviews summarize a normal results page; AI Mode is an opt-in conversational search. Google docs and eight studies compared: how each picks sources, how often they cite the same pages, what each does to clicks, and how Search Console counts them. Checked October 2026.
Query fan-out is how AI Mode, ChatGPT and Perplexity turn one question into many searches. What Google and OpenAI document, why published counts disagree, what we saw capturing real fan-outs, and a method to map sub-queries into one well-built page.
Agentic SEO moves execution from checklists into a system that decides its next step from the data. The four-stage loop, the guardrails that make it safe to leave running, what to delegate first, and why 40% of these projects get cancelled.
Most local AEO advice is built on case studies nobody can verify. This is the same eight-week action sequence with the invented numbers removed - every step tied to published evidence, and an honest note wherever that evidence supports no outcome claim at all.
