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The Metric Most SEOs Are Still Not Measuring in the Age of AI: the Operator's View

Notes / SEO / Aug 12, 2026

The Metric Most SEOs Are Still Not Measuring in the Age of AI

Truth to be told, they were incomplete before, but the introduction of LLMs into search journeys just amplified the blind spot in. The practical question is what this changes for SEO, content quality, and AI search visibility.

A 5-layer Framework for Measuring AI Search Performance: the Strategic Visibility Angle

Notes / SEO / Aug 11, 2026

A 5-layer Framework for Measuring AI Search Performance

If traffic no longer tells the whole story, what should you measure instead? A single attribution metric won't solve the problem. The practical question is what this changes for SEO, content quality, and AI search visibility.

AI Search Only Feels New If Your SEO Was Shallow: the Strategic Visibility Angle

Notes / SEO / Aug 8, 2026

AI Search Only Feels New If Your SEO Was Shallow

Everything Google has been suggesting, subtly and less subtly, for more than a decade is the training, and it comes down to. The practical question is what this changes for SEO, content quality, and AI search visibility.