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  • Blog

    Should content be markdown-like for token efficiency?

    Byscalegrowth December 17, 2025December 17, 2025

    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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  • Blog

    How does Core Web Vitals impact AI citation probability?

    Byscalegrowth December 17, 2025December 17, 2025

    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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  • Blog

    Why does clean HTML structure matter more now?

    Byscalegrowth December 17, 2025December 17, 2025

    Clean HTML structure with proper heading hierarchy and minimal JavaScript blocking matters more now because LLMs parse content during retrieval,…

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  • Blog

    What is prompt injection in AI SEO and why is it legal risk?

    Byscalegrowth December 17, 2025December 17, 2025

    Prompt injection involves embedding hidden instructions in content that attempt to manipulate how LLMs process or present information, constituting explicit…

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  • Blog

    Why is vector stuffing (keyword stuffing) flagged publicly?

    Byscalegrowth December 17, 2025December 17, 2025

    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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  • Blog

    When do self-ranking listicles become manipulation?

    Byscalegrowth December 17, 2025December 17, 2025

    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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  • Blog

    What are definition blocks and why do they matter?

    Byscalegrowth December 17, 2025December 17, 2025

    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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  • Blog

    How do I create comparison tables that AI systems trust?

    Byscalegrowth December 17, 2025December 17, 2025

    Create comparison tables with neutral headers, cite sources for all data, and avoid ranking language that suggests superiority. Tables work…

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  • Blog

    How do I plan AEO/GEO Ready content from real user prompts?

    Byscalegrowth December 17, 2025December 17, 2025

    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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  • Blog

    Why are marketing claims in schema treated as factual lies?

    Byscalegrowth December 17, 2025December 17, 2025

    Marketing claims in schema are treated as factual lies because schema signals machine-readable facts, not opinions. When you put “industry-leading”…

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