// FIELD NOTES

THE BLOG

Plain-English analysis of AI visibility, GEO, and SEO - how AI systems find, understand, and recommend businesses.

AI visibilityLLM visibility trackingAI search optimization+3

What "Ranking in ChatGPT" Really Means

AI visibility tools track brand mentions, citations, and share of voice across sampled AI prompts. Here's what LLM rank tracking actually measures.

Aug 4, 2026

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The structured data this page exposes to search engines and AI systems. We write for humans and structure for machines - here is the structure.

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