AI Overviews now suppress position-one click-through rates by up to 58%, and the pages AI systems cite have almost no overlap with traditional top rankings. This post models the exact revenue cost of uncited content for two-person B2B teams at months 6, 12, and 18, and identifies the single structural change with the highest probability of crossing the citation threshold.
A two-person content team spent $4,200 on net-new GEO content and got zero AI citations. Their 20-post back catalog, scored against five structural signals, was the actual opportunity. This post models the retrofit economics at months 6, 12, and 18 so you can see exactly where the math favors fixing what you have over publishing something new.
Google rankings and AI citations now pull from different content architectures, yet most B2B teams have no process to audit the gap. This framework maps your existing topic cluster posts across a rank-readiness and citation-readiness matrix, then models the exact reallocation cost to close both gaps in 90 days without publishing a single new piece.
Google sends 345x more traffic than AI platforms combined, but a single Perplexity citation converts at 5x the rate of a position-one organic ranking. For small B2B teams publishing 8-12 articles per month, we modeled the actual pipeline math behind each and what it should mean for your next editorial calendar.
AI-referred visitors convert at 4x the rate of organic search visitors, yet most B2B teams have no way to tell which articles drove those visits. This post walks through a concrete four-step attribution model that tracks both Google rankings and AI citations in one dashboard, including a cost-per-attributed-visit calculation any two-person team can run.
IDC projects brands will spend 5x more on LLM optimization than SEO by 2029, yet 76% of AI citations still trace back to top-ranking Google pages. This post maps the structural choices -- question-based headers, 40-60 word answer blocks, claim-level sourcing -- that protect your search rankings while improving citation odds across ChatGPT, Perplexity, and AI Overviews.
