行业新闻 动态与案例
Publishing Original Research Others Can Verify
Original research becomes useful to readers and AI systems when another person can identify what was studied, how it was measured, what was excluded, and where the conclusion stops.
The Broken Referral Trail: Measuring Value Beyond a Visible AI Click
AI-assisted discovery often breaks the ordinary referral trail. A user may see a brand in an answer, remember it, search for it later, visit through a direct URL, or contact sales without a referrer that identifies the AI interaction.
The GEO Handoff: What a Client Should Own After the Engagement
A GEO engagement is not complete when a dashboard or article is delivered.
The Query Behind the Query: Reading AI Grounding Phrases
A grounding query is a phrase an AI system uses when retrieving information that may later appear in an answer.
Volatility Is Not a Confidence Interval
When an AI answer changes across repeated runs, the change is observed volatility. A confidence interval is an estimate of uncertainty under a defined sampling and statistical model.
When Sources Disagree: Building a Defensible Answer from Conflicting Evidence
When credible sources disagree, do not choose the more favorable number or average incompatible results.
Why Sources Are Selected Together: Relevance, Diversity, and Redundancy
An AI search system may choose a set of sources rather than simply taking the single page with the highest topical relevance.
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