Michael Cortez

Entity Signals That Drive Google AI Overview Citations (and How to Audit Yours with Claude)

Google AI Overviews do not pull citations from the top-ranked pages the way most SEOs assume. An Ahrefs study of 300,000 keywords and 4 million AI Overview URLs found that only 38% of cited pages rank in the top 10 for the same query. As recently as late 2024, that number was 76%. The shift […]

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Google Ads AI Max in 2026: The September Deadline, What Got Smarter in April, and How to Audit Your Account with Claude

Google made three significant changes to AI Max on April 30, 2026: the feature is now out of beta, it expanded into Shopping and travel campaigns, and a new natural language control called AI Brief gives advertisers a way to guide the AI using plain language instead of keyword lists. Separately, Google confirmed that Dynamic

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entity co-occurrence guide

How to Map Entity Co-Occurrence Gaps with Claude Code (2026)

Entity co-occurrence is one of the least talked-about ranking signals in SEO, and one of the most measurable. When Google repeatedly sees two entities appear together across thousands of web pages — “fence contractor” alongside “HOA approval,” or “mortgage broker” alongside “debt-to-income ratio” – it learns that those concepts belong together. Pages that cover a

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How to Score Entity Salience with the Google NLP API and Claude Code (2026)

Entity salience is Google’s measure of how central an entity is to a document, expressed as a score from 0.0 to 1.0. A page about fence installation in Portland might score “fence contractor” at 0.58 and “wood staining” at 0.04. The higher the score, the more Google treats that entity as the subject of the

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Topical Authority Map SEO

Topical Authority Mapping with Claude Code: The Practitioner’s Playbook

Most “Topical Authorities” Are Keyword Lists in a Trench Coat Ask ten SEOs to define a topical map and nine of them will describe a spreadsheet: a list of keywords grouped by subtopic, maybe organized into a pillar-and-cluster structure, with a content calendar attached. They call it a topical map. What they’ve actually built is

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entity seo knowlege graph

Entity SEO with Claude: Build a Knowledge Graph That AI Systems Actually Cite

Google Has Been Telling You the Answer Since 2012 (And Most SEOs Still Haven’t Listened) In 2012, Google published a blog post titled “Things, not strings” explaining that its search engine was evolving from matching character sequences to understanding real-world entities: people, places, organizations, concepts. At the time, most SEOs treated it as an interesting

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AI Search Visibility: How to Track, Improve, and Report Your Brand’s LLM Presence (2026)

AI search visibility is the rate at which your brand, content, or products appear in AI-generated responses from ChatGPT, Perplexity, Google AI Overviews, Claude, and Gemini. Unlike a search ranking, it is not a fixed position — it is a citation rate across a set of prompts relevant to your category. The two strongest predictors

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answer engine optimization guide (2)

Answer Engine Optimization (AEO) in 2026: The Practitioner’s Playbook

Answer engine optimization (AEO) is the practice of structuring your content so that AI systems can extract, cite, and surface it directly inside generated answers. Unlike traditional SEO, which earns you a position in a ranked list and hopes someone clicks, AEO earns you a citation inside the answer itself. In 2026, Google AI Overviews

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Generative Engine Optimization Guide

GEO SEO Audit Claude

Somewhere in the last 18 months, the SEO industry discovered a new hobby: inventing acronyms. We got GEO (Generative Engine Optimization). Then AEO (Answer Engine Optimization). Then LLM SEO, AI Search Optimization, SGE optimization, and my personal favorite — someone on LinkedIn last month called it GAIO. Generative AI Optimization. There’s an entire corner of

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