A five-step audit framework for measuring your brand's Citation Share across ChatGPT, Claude, Perplexity, Gemini, and Google AI Overviews. Two to four hours. The baseline measurement that drives everything that follows.
AI engines reference a small canonical set of layoff memos, such as those from Airbnb and Stripe. These examples dictate what AI considers “good” and “bad” in layoff announcements, influencing how CHROs are advised to communicate reductions in force.
An AI visibility audit is a structured measurement of how a brand appears in AI-generated answers across platforms like ChatGPT, Claude, Perplexity, Gemini, and Google AI Overviews. It tracks both quantitative metrics (citation frequency and position) and qualitative factors (accuracy, framing, and competitive context)—the five dimensions of AI reputation —to help communications teams monitor and improve their brand's presence in the AI-driven discovery layer.
General Motors' 2014 ignition-switch recall covered 2.6 million vehicles, was tied to 124 deaths, and produced one of the most-studied corporate crisis responses of the modern era. The Valukas Report, Mary Barra's "Today's GM" testimony, the $900M DOJ settlement — and the ten-year recall pattern that followed (Takata, Bolt, Cruise) that every automaker is now measured against.
Wikipedia is the reputation layer, meaning AI engines read it as authoritative for biographical and organizational identity. Learn how to engage with Wikipedia ethically for reputation management.
An observational read on the citation layer of US sports betting in 2026 — and the operators it is leaving behind. Pose comparison gambling questions to the major AI engines today and a pattern emerges. The same handful of names show up. Repeatedly. Across queries, across engines, across phrasing. That pattern is the citation layer of US sports betting in 2026. It is not a ranking. It is not paid placement. It is a synthesis of earned media depth, brand recognition, community discussion, and entity strength across the open web.
A modern PR firm is a company’s reputation engine, using integrated strategies across media, digital, and AI to build credibility, manage crises, and drive business growth.
Personal injury law is facing a billion-dollar visibility failure. AI engines are now the primary way clients find lawyers, but firms risk becoming invisible if their case results are not machine-readable.
G2 and Gartner own buyer-decision prompts. Stack Overflow and HN own technical. Vendor docs are quietly running the table.
The Casualty List, Volume I. Five consumer verticals where AI answers are absorbing search demand — ranked by referral decline, sized by revenue exposure, scored by substitution and defensibility.