How should businesses document AI citations or recommendations?

Proof depends on the claim being made. A server log can show that a recognised AI service retrieved a public resource. A screenshot can show a visible citation or mention in a particular AI answer. Referrer data can sometimes show that a browser arrived from an AI service. Those are different forms …

An AI citation is a visible source attribution inside an AI-generated answer: the user can see that a page, domain or source has been referenced. Retrieval is earlier and less visible. It means an identified system successfully requested or accessed a resource while researching or constructing an an…

No. A citation is visible source attribution inside an AI answer. An AI referral is a visit that arrives from an identifiable AI service after somebody follows a link or pathway. A citation can create a referral, but many people read an answer without clicking. A referral can also be observed even w…

Because credibility matters more than a large headline number. Bot requests can indicate discovery or retrieval, but they do not automatically prove that a customer saw a citation, clicked through, made an enquiry or bought anything. Keeping those stages separate makes reporting more useful and lets…