カテゴリー: EN
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The Layer Between What AI Reads and What AI Says — PUL (Page Understanding Layer)
Citation is an outcome, not a process The current conve…
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The AHTG Matrix: Rethinking AI-vs-Human Traffic Beyond Search
The Problem: AI Bots Are Invisible to Standard Analytic…
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AI’s Dream — Why AI Bots Access Pages That Don’t Exist
While reviewing AI bot access logs, I noticed something…
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Measuring What AI Actually Understands — EdgeShaping, 404 Logs, and Query Phase Analytics —
A framework is only as useful as its measurement layer.…
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What GSC Can’t See: Mapping AI Bot Fetches Against Search Clicks Using the AHQG Matrix
Why We Started Tracking AI Bots In early March 2026, we…
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Mapping the AI-Human Query Gap — A 2×2 Framework for the Age of AI Retrieval —
Most content strategy frameworks assume one audience. A…
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What Is Your Site Telling AI? — Introducing the AI-Human Query Gap —
Your site has visitors today that GA4 will never record…
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How Do You Analyze AI Traffic to Your Website?
If your organic search traffic has been declining, part…