See where competitors qualify
Find answers where a competitor is shortlisted or recommended while your brand is absent or only mentioned.
Track
AI recommendation tracking
Know which buyer questions put your product on the shortlist, which ones recommend a competitor instead, and what evidence appears behind the answer.
Get a snapshotWhat counts as a recommendation?
- AbsentNot in the answer
- MentionedNamed without shortlist or endorsement
- ShortlistedPresented as a viable optionCounts toward share
- RecommendedExplicitly preferred or endorsedCounts toward share
Find the questions worth acting on.
Open the evidence
Trace each result to the buyer question, saved answer, brand states and cited sources.
Choose a change to measure
Investigate an evidence gap, improve an accurate source and re-measure the same question set.
How AI recommendation tracking works.
- Approve buyer questions
Start with your company, market and competitors. Confirm the questions buyers would ask.
- Repeat the samples
Save raw answers and citations. Classify brands as absent, mentioned, shortlisted or recommended.
- Investigate and re-measure
Inspect losing answers, record a change and repeat the protocol. One before-and-after result does not establish causation.
Know what the number means.
AI Recommendation ShareAnswers where your brand is shortlisted or recommended ÷ total sampled answers.
AI recommendation tracking distinguishes being named from being a viable or preferred choice. Lost Recommendation Share records answers where a competitor qualifies while your brand does not. Referrals and crawler activity remain separate signals.
Mentionloom is in early access. Reports identify the API/search surface, model, market, language and collection window; API answers are not presented as the consumer product. Read the measurement methodology →
Questions people ask
Is a mention the same as a recommendation?
No. Mentionloom only counts shortlisted or explicitly recommended states toward Recommendation Share.
Does being named first automatically count as recommended?
No. First position alone is not enough; the answer must express preference, ranking, endorsement, or viable shortlist status.
EARLY ACCESS
Start with your website.
Request a recommendation snapshot built around your company and likely buyer questions.