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Notes from the answer-engine era
The move from ranked links to composed answers is the biggest shift in how buyers find products since search itself — and it's still early. We write down what we learn building the instrument.
2026-07-20 · 7 min read
AEO is eating SEO — and we're still in the first inning
Search optimized for a list of links. Answer engines return a verdict. That change breaks most of the assumptions the last twenty years of marketing were built on — and almost nobody has re-instrumented for it yet.
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2026-07-20 · 6 min read
The grounding rule: most AI-visibility numbers measure the wrong thing
Ask a model a question with web search off and you learn what it memorized in training. Ask with search on and you learn what a buyer actually sees. Confusing the two is the original sin of AEO measurement.
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2026-07-20 · 8 min read
How an answer engine picks a winner — and the five ways you lose
When ChatGPT names three brands and stops, that verdict has an anatomy. Understand it and “why not us?” stops being a mystery and becomes a work item.
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Start with the free scorecard.
Reading about AEO is a start. Measuring your own Share of AI Voice is better.
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