Most marketers focus on two AI search numbers: mentions and citations. Neither one tells you if a platform describes your brand in a way that introduces reputational risk. What you’ll hear in this episode: The commercial cost when AI gets your brand wrong.Two kinds of AI memory and how to address reputation issues accordingly.Why ChatGPT, Gemini, and Google AI Overviews can describe brands differently, with more consistency among some industries than others.How to diagnose where a bad answer comes from and what to do about it.Chapters[00:00:48] Google's new Search Console Platform Properties report [00:02:00] SEMrush: how B2B buyers rely on AI to pick vendors [00:03:59] SEMrush: AI Overviews move into commercial searches [00:05:48] Mentions and citations vs. brand reputation [00:09:03] Why AI misrepresentation is a commercial risk [00:14:37] The two kinds of AI memory: corpus and retrieval [00:17:22] Why your reputation changes depending on the platform [00:18:44] Where AI actually learns about your brand [00:21:34] How to monitor your AI reputation [00:23:54] Diagnosing the source: citation or corpus [00:27:37] Seeding, co-occurrence, and third-party content [00:31:48] The one takeaway and where to start this week SourcesAirOps, “2026 State of AI Search,” December 2, 2025, https://www.airops.com/report/the-2026-state-of-ai-search Fractl, “AI Search Consumer Trust Study: Brand Visibility Strategies for 2026,” June 25, 2026, https://www.frac.tl/ai-statistics/ Profound, “The AI Mention Effect,” July 1, 2026, https://www.tryprofound.com/blog/the-ai-mention-effect Idea Grove, “Only 2% of Consumers Buy From an AI-Recommended Brand Without Checking It First,” April 15, 2026, https://www.ideagrove.com/blog/ai-recommendations-survey Lewis et al. (NeurIPS), “Retrieval-Augmented Generation for Knowledge-Intensive NLP Tasks,” 2020, https://arxiv.org/abs/2005.11401 BrightEdge, “BrightEdge Data Reveals New AI Brand Risk for CMOs,” March 5, 2026, https://www.brightedge.com/news/press-releases/brightedge-data-google-ai-overviews-more-likely-to-criticize-brands-than-chatgpt Peec AI, “Top Domains Cited by AI Search,” March 31, 2026, https://peec.ai/blog/top-domains-cited-by-ai-search-analysis-based-on-30m-sources BrightEdge, “Why AI Engines Cite Different Sources but Recommend the Same Brands,” April 24, 2026, https://www.brightedge.com/resources/weekly-ai-search-insights/ai-search-same-brands-different-sources More resources: https://victorious.com/podcast/brand-reputation/