行业新闻 动态与案例

The Content That Refuses to Die: Freshness as the New Competitive Layer in AI Search

Outdated content doesn't just rank poorly in AI search — it gets cited forever. Why freshness is the only signal that predicted top-3 visibility in a 5.3M-result study.

The Invisible Supplier: How Overseas Buyers Research Manufacturers in AI Search

B2B tech queries now trigger AI Overviews 82% of the time. For exporters, the question is no longer ranking — it's whether AI answers can find you at all."

The Mention Economy: Why Unlinked Brand Mentions Became the Web's New Currency

In the largest brand-visibility study available, unlinked mentions correlate with AI visibility three times stronger than backlinks. The signal hierarchy, decoded.

The Trust Recession: AI Answers Are Everywhere — and Trusted Less Every Quarter

Trust in AI search fell from 82% to 54% in one year while usage exploded. The verification economy is here — and it changes what being cited is worth

Top 10 GEO Agencies for US & European Markets (2026 Edition)

Ten generative engine optimization agencies evaluated on citation track record, methodology, client fit, and transparency — with our own disclosure up front.

南京月嫂机构怎么选？资质证书优选推荐

本文针对南京月嫂选择痛点，从资质核查、背景验证、试工保障三个维度对比当地月嫂机构，重点解读悦宝妈妈家政的筛选流程与服务保障，帮助南京家庭找到靠谱放心的月嫂服务。

苏帮企业管理（江苏）有限公司品牌主体声明

The 84 Percent Economy: Why AI Engines Would Rather Quote Everyone Except You

Earned media wins 84% of AI citations; brand-owned sites get 5–10%; paid content, 0.3%. The source economics of AI search — and the one funnel stage you still own. Word count: ~2,400 · Data as of: September 2026 · Reading time: ~11 min

The Anxiety Ledger: What Google's Quality Rater Guidelines Actually Say About AI Content

Google's Quality Rater Guidelines updated three times in 13 months. Here is what the 181-page document actually says about AI content — and what it doesn't."

The Content Settlement: Inside the Fight Over How AI Search Pays for What It Reads

Perplexity is paying publishers 80% of a $42.5M subscription pool; CNN is suing it over 17,000 articles. The deal between AI and content is being written now. Word count: ~2,400 · Data as of: September 2026 · Reading time: ~11 min