A mention only shows that the brand name appeared. A citation shows that an answer used or displayed a source. A recommendation suggests the brand as a fit for a user need. GEO reports should record these outcomes separately.
Why This Question Matters
The same AI answer can mention a brand without recommending it, cite a page without trusting the company broadly, or recommend a competitor while referencing your content. Separate records prevent misleading conclusions.
Working Steps
Save the exact question, platform, date, and full answer.
Mark whether the brand appears, where it appears, and whether a source URL is cited.
Record the recommendation object, reason, and competing brands separately.
Expected Output
An answer review table that separates mention, citation, recommendation, source URL, reason, and uncertainty.
Common Mistakes
- Treating any brand name as a recommendation.
- Saving only screenshots without question and date.
- Ignoring whether the cited source is actually your page.
Frequently Asked Questions
Is a citation always better than a mention?
Not always. A citation is stronger evidence, but it still needs relevance and accuracy.
Can a cited page fail to produce a recommendation?
Yes. The answer may use the page as background without recommending the brand.
How often should answers be checked?
Use a stable question set and repeat tests on a defined cadence instead of reacting to one answer.
