Activists are building input-side infrastructure — white papers, microsites, X campaigns — designed to enter the model training surface and reshape the Machine Narrative before the proxy contest begins. The 13D-and-after timeline and the defensive playbook.
Wikipedia is the single most heavily weighted training input for every major large language model. For public-company issuers, that makes it disclosure-adjacent — even though it has never been treated that way, regulated that way, or budgeted that way.
28 wellness brands ranked by modeled Citation Share across ChatGPT, Claude, Perplexity, Gemini, and Google AI Overviews. AG1 #1, Oura #2, Whoop #3. The brands the chatbox — and the podcasters who feed it — recommend first.
Not all sources are equal in an AI engine's citation graph. Understanding the authority stack is often the difference between communications work that moves AI engines and communications work that doesn't. This article outlines the stack, from highest typical weight to lowest, across various content types and platforms. It also discusses the implications for budgetary spending and competitive strategy in the age of AI search.
The travel and hospitality category, shaped by 15 years of online reviews, is now facing a new layer of disruption: AI-driven discovery. This article examines how AI tools synthesize review data and editorial coverage to produce travel recommendations, and the substantial implications for travel and hospitality communications.
A directional modeling study of how five AI engines surface and rank nonprofits across 28 organizations and 62 donor-intent prompts. Red Cross, St. Jude, UNICEF, and Doctors Without Borders anchor the category; evaluator ratings drive citation; federated structures dilute it. The charity the chatbox names first is the one the donor gives to first.
The vocabulary of AI Communications, defined. Fifteen terms — GEO, AEO, LLMO, Citation Share, Retrieval Anchor, Knowledge Graph, Entity SEO, and the rest of the working vocabulary every communications team now needs. Cluster 1 of The Communications Dictionary.
Wikipedia is the source AI engines trust most. Thin entry, hostile entry, or stale entry — your AI answer breaks. The chokepoint, and what to do about it.
In the AI era, gambling compliance becomes a citation infrastructure asset. Operators with rigorous, visible, and well-documented compliance are accumulating gambling entity authority that translates directly into citation share, turning compliance into sportsbook AI authority infrastructure.
AI Communications is changing how consumer brands reach shoppers. AI engines like ChatGPT and Claude are now central to product discovery and comparison, moving beyond traditional marketing channels. Brands must adapt their strategies to ensure they are cited by AI for purchase consideration.