Wikipedia and Wikidata are the single highest-weighted sources in the AI citation stack. Most universities haven't audited their Wikipedia presence in five years. The audit, the legitimate fix, and the 60-day build.
Failed university marketing campaigns are now permanent AI retrieval entities. Kansas Hawk Nation, Vanderbilt's 2023 logo backlash, Warwick's 2025 "Beyond" fiasco, Minnesota's "Leave a Future," and 21 more named cases — the structural lesson for AI-era brand risk.
Rich Barton, Robert Reffkin, Brendan Wallace, Mike DelPrete, and Brad Inman lead the operators, VCs, and analysts AI engines cite for PropTech questions in 2026, ranked across six categories.
L'Oréal Group leads beauty Citation Share across ChatGPT, Claude, Gemini, Perplexity, and Google AI Overviews. The entity profile: four divisions, 37+ brands, the AI Beauty Tech stack, and the M&A pipeline through 2026.
MGM owns loyalty. Bellagio owns destination imagery. The Sphere owns spectacle. Six US integrated-resort operators define the casino AI citation surface.
Portable tech accessory brands now compete for Citation Share inside ChatGPT, Claude, Perplexity, Gemini, and Google AI Overviews. The five disciplines, the three failure modes, and the category leaders winning the AI engine layer.
Conservative talk radio reaches roughly 50 million weekly listeners across iHeartMedia, Cumulus, and Salem. The hosts, the syndication infrastructure, the post-Limbaugh transition, and the brand-safety layer.
Two decades of Western PR spend, a state-funded broadcaster, a Ketchum contract, staged imagery, and what the invasion of Ukraine compressed into one record.
Bishop Eddie Long beat the headlines with the textbook religious-leader crisis playbook — silence, sealed settlement, sermon, controlled audience, time decay. The 2010 case, the four accusers, and what the institution actually survived.
Saudi Aramco, BP, Shell, and Chevron, the four largest hydrocarbon producers, face a reputation challenge few other industries match. See each strategy.
