Generative Engine Optimization insights, research, and strategies for AI-era brand visibility.
Google’s 5 New AI Overview Citation Surfaces: What They Mean for Your Brand’s GEO Strategy
Published: 12 May 2026 | Author: Eden Lau, Founder & CEO, Tocanan.ai On May 6, 2026, Google announced five new ways that AI Overviews and AI Mode surface links to websites within Search. Written by Hema Budaraju, VP of Product Management at Google Search, the post...GEO中毒：虛假資訊如何損害AI品牌推薦
什麼是GEO中毒？ GEO中毒指惡意或意外資訊污染 AI 引擎，導致品牌形象受損或被隱形。就像 SEO 黑帽手法注入垃圾連結，GEO 中毒會迫使模型引用錯誤或負面來源。 GEO中毒如何發生 內容泛濫：競爭對手大量發布相似文，以量壓制。 資訊過時：模型抓取舊資料，忽略你最新聲明。 引用源操控：黑帽團隊建立假權威站。 評論洗版：負面評論被視為可信引用。 跨語言污染：一語種謠言在另一語種被放大。 中國AI平台的脆弱性 DeepSeek 與 Kimi 依賴小紅書等 UGC 作為信任信號。Tocanan 發現，奢華手錶品牌 A 在 48...GEO Poisoning: How Misinformation Corrupts AI Brand Recommendations
What Is GEO Poisoning? GEO poisoning is the contamination of AI training data and source material that causes AI platforms to misrepresent, demote, or ignore brands in their answers. Think of it as reputation sabotage for the AI era. When Google’s algorithm was...
Chinese AI Platforms: The Visibility Gap Western Brands Are Missing
Chinese AI platforms — DeepSeek, Kimi, Baidu Ernie, Doubao, and Xiaohongshu’s AI features — collectively serve hundreds of millions of users. Most Western brands have zero visibility into how these platforms represent them. Key Takeaways Chinese AI platforms —...
