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Parasite SEO got a second life from AI engines, then lost most of it in one model update. The 2026 evidence on renting authority versus owning the page that gets cited.
An SEO content workbench against a visibility pipeline. How each one optimizes an article, and what decides the AI-search question.
A generalist AI marketing employee against a specialist visibility pipeline. The depth-vs-breadth trade, and why depth wins the AI search question.
A writing assistant against a visibility pipeline. What each actually does, and which job you're really hiring for.
A services marketplace against a software pipeline. How each handles AI visibility, content, links, and price, and which model compounds.
Discipline by discipline: what carries over from SEO unchanged, what changes shape for AI search, what's genuinely new, and what quietly dies.
How AI search differs from Google search in mechanics, behavior, economics, and measurement, and what actually changes in a B2B playbook.
We compared how ChatGPT, Perplexity, Gemini, and Claude surface SaaS brands. Citation rates, traffic quality, and what founders should prioritize.
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