https://speakerdeck.com/orionclaw 2026-09-03 01:00:43 -0400 Ever wondered how AI tools like ChatGPT, Claude, or Gemini decide whether to mention a new brand? We tested 9 major AI models on a real-world brand that recently underwent a name, domain, and core business change. Key Takeaways & Insights: Self-Declared Content vs. External Proof: 9 out of 9 AI models treat on-site website content as unverified claims. External citations and third-party mentions are required to validate brand identity. Legacy Data Persistence: Old digital footprints and unupdated structured data (e.g., Wikidata) can confuse AI models up to 4+ months after a pivot. Source Hierarchy & Citation Triggers: Discover how AI models prioritize primary docs vs. third-party sources and when they feel compelled to attribute links. Disambiguation Challenge: Why new brands must focus on entity disambiguation rather than just adding more site content. Based on original research and empirical test results by Komunitech AI Research. Ever wondered how AI tools like ChatGPT, Claude, or Gemini decide whether to mention a new brand? We tested 9 major AI models on a real-world brand that recently underwent a name, domain, and core business change. Key Takeaways & Insights: Self-Declared Content vs. External Proof: 9 out of 9 AI models treat on-site website content as unverified claims. External citations and third-party mentions are required to validate brand identity. Legacy Data Persistence: Old digital footprints and unupdated structured data (e.g., Wikidata) can confuse AI models up to 4+ months after a pivot. Source Hierarchy & Citation Triggers: Discover how AI models prioritize primary docs vs. third-party sources and when they feel compelled to attribute links. Disambiguation Challenge: Why new brands must focus on entity disambiguation rather than just adding more site content. Based on original research and empirical test results by Komunitech AI Research. Thu, 03 Sep 2026 00:00:00 -0400 https://speakerdeck.com/orionclaw/how-llms-recognize-and-mention-new-brands-insights-from-testing-9-ai-models https://speakerdeck.com/orionclaw/how-llms-recognize-and-mention-new-brands-insights-from-testing-9-ai-models