Core Web Vitals and GEO: Page Experience Does Not Convert into a Citation Rate
Core Web Vitals (LCP, INP, CLS) are Google's core page experience metrics. They don't directly affect AI citation decisions but work through two indir…
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TTFB and AI Crawling: What Performance Metrics Can—and Cannot—Tell You
Scope note: This article explains the topic using public research and common engineering patterns. Retrieval, reranking, generation, and source-selec…
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AI-Generated Content and Search: Google Focuses on Quality and Purpose
Scope note: This article explains the topic using public research and common engineering patterns. Retrieval, reranking, generation, and source-selec…
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Schema and AI Search: The Real Role of FAQPage and Article
Scope note: This article explains the topic using public research and common engineering patterns. Retrieval, reranking, generation, and source-selec…
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AI Crawler Log Analysis: How to Know If GPTBot Has Visited Your Pages
Server access logs are the most direct AI visibility diagnostic tool — showing exactly whether AI crawlers visited, which pages they fetched, how ofte…
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