One in four AI chatbot citations come from journalism. A Muckrack study examined 15 million references across ChatGPT, Claude, and Gemini, finding that trade publications and specialist journalists dominate the sources. General news outlets rank lower, suggesting that industry writers shape chatbot knowledge more than mainstream media. Practitioners should audit source diversity to avoid echo chambers.