Glossary

AI Recommendation Tracking

AI recommendation tracking measures how often AI engines actively recommend your brand as a choice, not merely mention it in passing. It separates being named from being endorsed, because only the second one reliably moves a buyer toward you.

Why it matters

A buyer asking an AI for the best tool is asking for a recommendation, and the brands the AI actually endorses capture the intent. Mention rate alone can flatter you: you can be mentioned constantly and recommended rarely. Tracking recommendations specifically is what ties AI visibility to revenue.

How to measure it

Recommendation tracking parses each answer to distinguish an active endorsement ("a great choice for X") from a neutral or negative mention, then reports a recommendation rate alongside mention rate. Comparing the two reveals whether your presence is converting into advocacy.

Recommendation rate
How often you are endorsed.
Mention vs recommendation gap
Presence that is not advocacy.
Sentiment of endorsement
How strongly you are recommended.
Competitor recommendation rate
How often rivals are endorsed instead.

How Rankry helps

Rankry separates recommendation from mention, so you measure advocacy, not just appearance.

  • Distinct recommendation rate alongside mention rate
  • Sentiment to gauge how strongly you are endorsed
  • Competitor recommendation rate for true share of advocacy
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Related

Brand Positioning

First pick, alternative, or afterthought.

Sentiment Analysis

How strongly AI endorses you.

Mentioned Is Not Recommended

Why the distinction matters.

How AI Recommendations Work

What drives an endorsement.

FAQ

AI recommendation tracking questions

What is the difference between a mention and a recommendation?
A mention is any time the model names your brand. A recommendation is when it actively endorses you as a good choice. You can be mentioned often and recommended rarely, which is why the two are tracked separately.
How is recommendation rate measured?
By parsing each answer to classify your appearance as an active endorsement versus a neutral or negative mention, then expressing endorsements as a percentage of tracked prompts.
Why track recommendations instead of just mentions?
Because recommendations are what move buyers. Mention rate can rise without any change in how often AI actually steers people toward you; recommendation rate is the metric that maps to demand.