Should content be markdown-like for token efficiency?
Markdown-like clarity using lists, tables, and short paragraphs improves token efficiency only if content remains user-visible and valuable. While simple…
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How does Core Web Vitals impact AI citation probability?
Core Web Vitals impact AI citation probability through selection bias where fast-loading pages receive more frequent crawling and higher extraction…
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Why does clean HTML structure matter more now?
Clean HTML structure with proper heading hierarchy and minimal JavaScript blocking matters more now because LLMs parse content during retrieval,…
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What is prompt injection in AI SEO and why is it legal risk?
Prompt injection involves embedding hidden instructions in content that attempt to manipulate how LLMs process or present information, constituting explicit…
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Why is vector stuffing (keyword stuffing) flagged publicly?
Vector/Keyword stuffing occurs when you over-optimize semantic text with repetitive concepts trying to strengthen topic relevance, creating detectable patterns that…
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When do self-ranking listicles become manipulation?
Self-ranking listicles become manipulation when you lack published criteria, exclude strong competitors, or engineer rankings to favor yourself. Include yourself…
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What are definition blocks and why do they matter?
Definition blocks are one-sentence definitions that you reuse verbatim across all content, creating semantic consistency that LLMs recognize and trust….
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How do I create comparison tables that AI systems trust?
Create comparison tables with neutral headers, cite sources for all data, and avoid ranking language that suggests superiority. Tables work…
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How do I plan AEO/GEO Ready content from real user prompts?
Plan AI SEO ready content from real user prompts by collecting 50-100 actual questions from ChatGPT, Perplexity, and Gemini, clustering…
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Why are marketing claims in schema treated as factual lies?
Marketing claims in schema are treated as factual lies because schema signals machine-readable facts, not opinions. When you put “industry-leading”…