John Lawson
@johnlawson-dev
Building Citation Gap: GEO and AEO analysis for marketers, SEO professionals, agencies and developers.
johnlawson.dev/ On GitHub since August 2026
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Analyse any public webpage for GEO/AEO opportunities, compare it with up to six competitors, and identify citation gaps that may cause AI assistants to favour competing content. Citation Gap prioritises actionable improvements across content quality, authority, entity clarity and on-page signals, then generates a shareable report.
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