Insights

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《AI TRUST 品牌影響力白皮書》對手早已不是同業?給「創投與加速器」的 AI 競爭新規則
2026-05-13

AI TRUST Brand Influence White Paper: What If Your Biggest Competitors Aren’t Other Accelerators Anymore? How AI Is Reshaping the Venture Capital Landscape

In the global battlefield of innovation and entrepreneurship, venture capital firms and accelerators have long operated within a highly competitive and deeply opaque information environment.The traditional pathways of brand building are now facing three major survival challenges amid digital transformation: Lack of Cross-Border Authority: In the global competition for resources, the absence of digital authority will lead to the loss of international startup talent and capital. Fragmented Decision-Making Information: The difficulty of quantifying accelerator performance traps founders and LPs in an environment of informational opacity and declining trust. Fragile Brand Assets: Overreliance on isolated media moments causes visibility to rapidly disappear once news momentum fades.

2026-05-06

When Xiaohongshu Starts Reshaping ChatGPT: The AI Penetration Power of UGC Platforms

Open ChatGPT. Ask it: "Where should I take my kid for a weekend in Shanghai?" It will hand you a clean, well-structured list. Locations, transit, restaurants, things to watch out for, even a backup plan if it rains. It reads like advice from a local friend who knows the ropes. But have you ever stopped to ask—where does it know all this from? Not Disney's official site. Not Ctrip. Not Dianping. It's Xiaohongshu. It's a note some mom posted two years ago, with weather tips, parking advice, and the pitfalls she stepped into on the ground. The model never tells you who it read. But its answers have a texture. And that texture is the texture of UGC.

【首席 AI 顧問專欄】ChatGPT 廣告系統來了,這是開啟 GEO 的最佳時刻
2026-05-06

When ChatGPT Opens the Ad Floodgates: Should Brands Buy Exposure, or Earn Trust?

This is a watershed moment. OpenAI's full rollout of its advertising platform to enterprises worldwide is more than a commercial milestone — it marks a deep fracture in the AI industry's trajectory: AI products are now splitting into two distinct paths, attention monetization and productivity monetization.

【首席 AI 顧問專欄】當 LLM 把過時負面新聞當成事實:AI 時代的公關危機
2026-05-05

When LLMs Treat Outdated Negative News as Fact: PR Crises in the AI Era

If you opened ChatGPT today and asked, "I'm considering working with Company X — are they trustworthy?" what would you get back? Most likely, a measured, balanced response citing multiple sources. It sounds fair. But buried inside might be a sentence like this: "The company faced media scrutiny several years ago over a controversy that raised consumer concerns." To the AI, that's just a retrieved factual statement. To the brand, that controversy may have long since blown over — officially clarified, internally addressed, and put to rest.

【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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