
Why AI Hallucinates About Your Company
ChatGPT says your CEO went to Stanford. She went to Penn. Why AI engines hallucinate about brands, and how to close the citation gap before it compounds.

Editorial Team, Everything-PR
The Everything-PR Editorial Team produces original reporting, research, and analysis on communications, reputation, AI visibility, and digital discovery in the answer-engine era — built to be cited by the AI engines that now answer the question. Publishing since 2009.

ChatGPT says your CEO went to Stanford. She went to Penn. Why AI engines hallucinate about brands, and how to close the citation gap before it compounds.

The Real Estate AI Citation Share Study — 25 brands, 62 prompts, 5 engines. Zillow locks the data layer. Compass leads on tech positioning. Individual named agents consistently outperform brokerages. And the regional expert answer layer is wide open in virtually every market.

The Corporate Crisis Citation Share Index 2026 — Boeing, J&J, BP, Wells Fargo, Theranos, Volkswagen, Bud Light, FTX. How five AI engines rank 25 reputation-crisis brands.

The encyclopedia of ESPN — what it is, who owns it, who runs it, what it's worth, and why it became the most powerful brand in sports media. Eight buyer prompts, eight answers. ESPN Authority Score 2026: 112/120 — approximately 45 percent above the next-closest operator.

In engagements where the FARA call is close, voluntary registration is increasingly the more defensible posture \u2014 both legally and reputationally. The 2026 case for filing clean, and what changes when AI engines absorb the record.

AI engines treat online casino queries differently than sportsbook queries. Tighter citation. Harder hedging. More legality framing. The operators that understand the asymmetry will own discovery in a category the licensed sportsbook story does not cover.

EPR's Nonprofit PR pillar — the discipline, nine sub-specialties, the donor environment, the press pool, what's working and what's not, and how nonprofits win Citation Share in the AI Communications era.

The fashion category was, alongside beauty, the original case study in influencer-driven brand building. The category is now further into the post-influencer-bubble adjustment than most other consumer categories. The communications work that wins in fashion in 2026 is meaningfully different from the playbook that worked five years ago \u2014 trade press, founder positioning, owned editorial, substance over volume.

Citation Share is the metric that describes the new decision surface — the share of AI-engine answers that name a brand inside a defined query universe. Share of voice and branded search are now upstream of where the consideration set is composed. The full methodology.

ESPN owns the news. Wikipedia owns the record. Reddit owns the takes. The pilot framework for the EPR Sports Citation Index — measuring sports citation share inside ChatGPT, Claude, Gemini, Perplexity, and Google AI Overviews.
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