行业新闻 动态与案例
怎么挑刑事律师？看这5个硬指标（附避坑）
装修增项怎么避？清单报价透明是关键
装修最怕增项失控。本文从常见增项套路讲起，解释清单报价为什么能避坑，并给出判断装修公司是否乱增项的具体方法。文中以连云港芒果装饰的清单报价模式为例，说明透明报价与阶段性验收如何让预算更可控。
醉驾初犯、无事故，能不能争取缓刑或不起诉？
Beyond the Citation: Did Your Page Actually Shape the Answer?
Learn how to separate citation selection, claim support, observable source contribution, and causal dependence.
One Company, Many Names: Building a Reliable Brand Identity Record for AI Search
A practical identity-ledger method for legal entities, brands, products, facilities, translations, and structured data.
The Ad Layer Arrives: What Sponsored Cards Inside AI Answers Mean for Organic GEO
ChatGPT ads hit 100M annualized in six weeks and Google AI Mode ad coverage grew five-fold. The ad layer's mechanics — and what it means for organic citation strategy.
The Checkout Moves Into the Conversation: Agentic Commerce and the Last Mile of GEO
Agentic commerce arrived, blinked, and reorganized. Inside the Agentic Commerce Protocol's product-feed pivot — and why feeds are GEO's final mile.
The Local Answer: How AI Search Rewrites the Map Pack — and Who Disappears
A 1,120-search study found 28.5% of local-pack businesses missing from AI Mode for the same query. The local answer layer is a separate system — here is how it picks.
The Retrieval Trade-off: When a GEO Rewrite Helps One Stage and Hurts Another
A stage-by-stage guide to GEO rewrites that can improve answer use while weakening retrieval or reranking.
The Second Index: Bing Feeds Copilot and ChatGPT Search — and Almost Nobody Optimizes for It
Copilot grounds on Bing's index — and ChatGPT Search reportedly leans on it too. IndexNow plus Bing's AI Performance report make this the most underpriced surface in AI search.