AI recommendation tracking
Track the buyer questions where AI shortlists or recommends your brand, where competitors win instead, and the evidence behind each answer.
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AI visibility
A brand can appear often without being a serious option. Mentionloom separates simple visibility from the moments where an AI answer actually puts your product into consideration.
Get a snapshotA closer look at the measurement.
PresenceMentioned
Your name appears in the answer.
ConsiderationRecommended
The answer treats you as a choice.
What is AI visibility?
AI visibility usually describes how often a brand appears in AI-generated answers. It is a useful presence signal, but a name match alone does not tell you whether the answer treats the product as relevant, viable or preferred.
What does Mentionloom add?
Each observed answer gets a brand state: absent, mentioned, shortlisted or recommended. That makes it possible to distinguish “we appeared” from “we made the shortlist” and to measure the buyer questions where a competitor is recommended while you are not.
When should teams use both?
Use visibility to understand presence and Recommendation Share to understand consideration. Keep both traceable to the underlying answers instead of compressing recommendations, traffic and crawler activity into one artificial score.
Questions people ask
Is AI visibility enough for a buying question?
Not always. For comparison and decision prompts, shortlist and recommendation states are usually more informative than a raw mention rate.
Can recommendation shares across brands add to more than 100%?
Yes. The same answer can shortlist more than one viable brand.
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Start with your website.
Request a recommendation snapshot built around your company and likely buyer questions.