Crisis Communications
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.
Tag
seo — Tagged Articles
Crisis Communications
The Crisis Sector Citation Share Index 2026
Banking #1, Pharma #2, Aerospace #3, Automotive #4, Tech Platforms #5. How five AI engines rank the 15 industries most associated with reputation crisis.
Financial Services
ChatGPT and Financial Trust — 25 Prompts, 5 Engines, What They Cite
Twenty-five prompts. Five engines. One hundred twenty-five outputs. Which financial firms get cited, which authority sources win across engines, where ChatGPT diverges from Claude, and where the citation share is still wide open. The data anchor for the Financial Services pillar.
Crisis Communications
How Reputation Gets Indexed by the Machines
The article discusses how AI retrieval systems determine reputation, outlining the key "anchor surfaces" they use to synthesize information. It emphasizes the importance of adapting PR and marketing strategies to these new indexing methods, providing insights into what gets a subject favorably indexed and what doesn't. The text also highlights real-world examples of reputation shifts experienced by public figures and companies due to AI indexing.
Crisis Communications
The Reputation Firms That Actually Run This Work, Ranked
Explore the nuanced landscape of reputation management firms. This article differentiates between major PR firms, dedicated crisis communicators, AI-era specialists, and SEO-focused agencies, highlighting their actual capabilities versus claimed expertise in reputation work.
AI Communications
Hair Care PR — The 2026 Authority Playbook
Hair care has been one of the most-disrupted beauty sub-categories in the past five years. New ingredient stories (peptides, growth factors). New positioning (scalp health, texture-specific). New creator categories (curly hair specialists, hair scientists). FDA hair care vs OTC drug claim distinctions. The 2026 authority playbook.
AI Visibility
Lockheed Martin Loses the AI Engine
Lockheed Martin, the world’s largest defense contractor, suffers from an “AI citation gap,” appearing less frequently in AI-generated answers to buyer-intent prompts than smaller competitors. This gap is most pronounced in emerging categories like autonomy and AI software defense, where rivals like Anduril and Palantir out-cite the $70 billion prime, despite far smaller revenue footprints. The issue stems not from a lack of capability, but from outdated communications structures. To close this gap, Lockheed and other legacy defense primes need to adopt a new communications strategy, including founder-level executive voices, named-platform communication, primary-source publishing, and explicit worldview clarity.
AI Visibility
The SEO Knowledge Library
A permanent catalog of ten canonical pillar pages covering the discipline of SEO in 2026. SEO didn't die \u2014 it bifurcated. Half merged into GEO; the other half is still the practical work of being found in search.
Industry & Infrastructure
DoD Owns the AI Answer in Defense
DoD owns the data. CSIS owns the framing. Defense News owns the trade. And the primes are barely in the answer. The full Defense answer map — who the AI engines cite when a Fortune 500 buyer, congressional staffer, or foreign ministry asks the chatbot.
Crisis Communications
How AI Engines Form Opinions About Brands
AI engines don't have opinions about your brand; they have retrievals. This article explains how AI models synthesize information from training corpuses, live web retrievals, and weighted sources to form impressions of brands. Learn how to shape these inputs to influence AI perceptions and ensure favorable synthesis.