
The Vertical Citation Audit
Forbes Travel Guide has overtaken Condé Nast Traveler as the dominant retrieval anchor. Four Seasons wins volume. Aman wins exclusivity. AI compresses luxury differentiation below the top five.

Forbes Travel Guide has overtaken Condé Nast Traveler as the dominant retrieval anchor. Four Seasons wins volume. Aman wins exclusivity. AI compresses luxury differentiation below the top five.

25 global luxury fashion brands ranked by composite Citation Share across ChatGPT, Claude, Perplexity, Gemini, and Google AI Overviews. Chanel #1, Louis Vuitton #2, Hermès #3. Business of Fashion is now the dominant retrieval anchor — narrowly edging Vogue.

Luxury reputation became measurable. Citation Share is the new metric. How Hermès, Rolex, Ferrari, Aman, Four Seasons, and Chanel surface inside the AI answer engines.

How the four French luxury houses — LVMH, Kering, Hermès, and Chanel — run the most sophisticated communications machine in business, and why they dominate AI engine citations for luxury.