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For SaaS, llms.txt beats backlinks for ChatGPT citations
For most established SaaS sites, a structural package - llms.txt, schema markup, and stat-dense quotable content - moves ChatGPT citation rates faster than acquiring new backlinks, because the problem is not authority, it is legibility. ChatGPT already knows your product exists.
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Google AI Overview citations churn faster than weekly tracking
Google AI Overview citations rotate, on average, every 3.2 days. That means a weekly screenshot captures one state of a system that has likely changed twice since your last check. The median source stays in a citation set for only 5.4 days.
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Four phases from zero AI citations to consistent ones
Moving a site from zero AI citations to consistent ones takes four distinct phases: an audit phase (weeks 1-6) that identifies technical barriers and content gaps; a build phase (months 2-4) that creates AEO-optimized content clusters; a citation emergence phase (months 4-6)...