Commercial vs. Transactional Intent in AI Search: Which Page Do Buyers Need?
Distinguish a buyer comparing options from one ready to act. Map each AI search intent to the evidence, page and next step it needs.
Read the articleArrow Journal4 articles
Understand what buyers need before they choose. Four practical guides to intent, prompt mapping, page priorities and qualified inquiries.

Distinguish a buyer comparing options from one ready to act. Map each AI search intent to the evidence, page and next step it needs.
Read the articleBuild a practical prompt map from real customer questions. Record constraints, evidence and source pages without treating AI-generated prompts as demand data.
Read the articleChoose the next page with an explicit decision rule: observed buyer need, missing evidence, business fit and the effort required to publish it.
Read the articleBuyer Intent4 guides
What do buyers need to know before they choose?
From insight to action
See how your website supports AI discovery. Find the questions and pages worth improving first.
Distinguish a buyer comparing options from one ready to act. Map each AI search intent to the evidence, page and next step it needs.
Read the articleBuild a practical prompt map from real customer questions. Record constraints, evidence and source pages without treating AI-generated prompts as demand data.
Read the articleMeasure content by the decision it supports. Separate citations, visits, completed inquiries and qualification with an explicit cohort and denominator.
Read the articleChoose the next page with an explicit decision rule: observed buyer need, missing evidence, business fit and the effort required to publish it.
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