Visibility No Longer Has a Single Position
AI-mediated discovery does not produce one permanent first-place result. Effective strategy makes an organization accessible, useful, distinctive, corroborated and measurable.
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Articles and research on AI-era visibility.
No secret markup. No guaranteed prompt placement. Just a broader search environment, and a more complete way to work within it. These articles explain the thinking behind our AI visibility audit, AI search optimization, technical SEO, and testing and measurement work. New to the vocabulary? Start with the glossary.
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AIO, AEO, GEO and SEO, without the alphabet soup
We like to think of AIO as the umbrella: AEO helps pages provide direct answers, GEO helps brands remain coherent inside generated responses, and SEO keeps the entire system discoverable.
Read the guideStop Asking One AI Model to Build the Whole Product
Software development changes cognitive shape from product framing to architecture, interface work and debugging. Better results come from changing models when the work changes.
Read the articleThe Wrong Scott Allen: What an Identity Collision Teaches About AI Search
A plausible biography can still belong to the wrong person. When names collide, entity verification must precede optimization.
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