
林屿2026年7月2日 08:04:36
Lead Attribution in the AI Search Era: Who Really Drove the Deal?
AI recommendations make conversion paths harder to track. This article outlines attribution signals and workflows for AI-influenced leads.
AI-assisted conversion often happens before a visitor lands on your site. Attribution therefore needs to combine visible traffic data with question-level monitoring and customer-reported context.
Why the old funnel breaks
- The decision may be shaped in ChatGPT, Doubao, Kimi, or another AI answer engine.
- Customers may arrive through branded search or direct traffic after AI has already framed the shortlist.
- Last-click attribution misses the source that actually changed the buyer’s mind.
Signals worth tracking
- Monitor brand mention rate and recommendation probability for priority questions.
- Add lightweight lead-source questions to forms and sales qualification.
- Review branded search, direct visits, and high-intent page views alongside AI visibility data.
Actionable takeaway
Use this article as a practical checklist: clarify the question customers ask, make the answer evidence-led, and connect the article to the service, case, FAQ, and monitoring pages that help AI systems understand the brand.