AI Overviews now appear on nearly half of all Google queries, yet most B2B content teams still optimize purely for click volume. This post gives you a concrete allocation model based on your domain authority, vertical, and budget so you can decide exactly how many monthly posts should chase rankings versus AI citation surfaces.
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.
Adobe's July 2025 survey found 77% of people now use ChatGPT as a search engine, yet 76% of AI Overview citations still point to top-10 Google results. This post breaks down a practical budget allocation model for small B2B teams deciding how to divide content spend across both surfaces, based on domain authority, publishing cadence, and organic baseline.
IDC projects brands will spend 5x more on LLM optimization than traditional SEO by 2029, yet no one has modeled what a single AI citation actually costs. This post builds that unit economics framework and maps the specific workflow decisions that raise citation rates across ChatGPT, Perplexity, and AI Overviews.
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.
Google AI Overviews, ChatGPT search, and Perplexity each pull citations differently -- and small B2B content teams can't afford three separate workflows. This piece maps the structural decisions that improve your odds across all three platforms without tripling production costs.
