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【首席布爾喬亞專欄】奪回 AI 時代的流量主權:降低 90% 人力內耗,建立品牌的「正確記憶」
2026-04-16

Reclaiming Traffic Sovereignty in the AI Era: Reduce 90% of Operational Friction and Build Your Brand’s “Correct Memory”

In an era where generative AI is accelerating at an unprecedented pace, businesses are facing a new operational imperative: How can we simultaneously earn the trust and recommendation of both humans and AI? This has become the decisive factor for brand survival and global expansion. VM | VOCAL MIDDLE continues to evolve with strong momentum. Through deep investment in global GEO (Generative Engine Optimization) services, the development of AI-native decision-making products, and the execution of PRaaS 2.0 — PR as AI Solution (a one-stop IMAGE Asset Governance platform), we have precisely identified a shared anxiety among multinational corporations and high-growth startups.

【首席 AI 顧問專欄】你選的 GEO 是在幫你,還是在害你?一篇看懂投毒式 GEO 與正規差異
2026-03-19

Is Your GEO Helping You — or Hurting You? A Clear Guide to Poisoned vs. Legitimate GEO

OpenAI has long pointed out in multiple safety and research reports that generative AI systems are vulnerable to data poisoning and prompt injection. At their core, these risks define the very challenge GEO (Generative Engine Optimization) now faces: How can a brand be correctly constructed and trusted within AI systems’ mechanisms of understanding, citation, and recommendation?

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