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Notes from the answer layer

Practical guides on appearing in AI answers — crawl access, entity clarity, and answer-first content. Organized by category for humans and search engines.

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  • Playbooks ·

    How to appear in ChatGPT recommendations

    A practical checklist for brands that want ChatGPT to recommend them: allow OAI-SearchBot, publish clear entity pages, and answer buyer prompts in HTML.

  • GEO & AEO ·

    What is generative engine optimization (GEO)?

    GEO (generative engine optimization) is the practice of becoming recommendable and citable inside AI answers — ChatGPT, Claude, Gemini, Perplexity — not only ranking on Google.

  • AI crawlers ·

    robots.txt for GPTBot vs OAI-SearchBot

    GPTBot is OpenAI’s training crawler. OAI-SearchBot powers ChatGPT search inclusion. Blocking the wrong one quietly removes you from AI answers.

  • AI crawlers ·

    llms.txt explained

    llms.txt is a curated Markdown map of your site for AI agents. It is not a magic ranking signal — but it is useful documentation for tools and RAG pipelines.

  • Product guides ·

    What an AI visibility score measures

    An AI visibility score estimates structural readiness for assistant recommendations — crawl access, entity clarity, and answer coverage — not a guarantee that a model will name you tomorrow.