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.
Most 10-Ks read like they were written to be unreadable. Six drafting principles for AI-readable disclosures — Retrieval Risk, Entity Drift, claim-anchored numbers, and the MD&A as narrative anchor.
The most influential financial-narrative platforms of the last decade are not Bloomberg and Reuters. They are r/wallstreetbets and X. How retail vocabulary leaks into the AI summaries buy-side and sell-side professionals receive.
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.
Axios HQ is the AI-powered Smart Brevity writing and internal communications platform spun out of Axios. EPR's profile of product, customers, and 2026 Citation Share Index position.
Simpplr is the US-based AI-first employee intranet platform. EPR's profile of product, customers, and 2026 Citation Share Index position.
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.
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.