Example FintechPaymentsExample story

Negative framing removed from 8 of 9 tracked answers

Recommended, but described with cautions that quietly cost the brand the shortlist.

Ten weeks ยท ChatGPT, Gemini, Perplexity

The situation

The brand was named in most answers, but assistants repeatedly attached the same two cautions about pricing and onboarding, pushing it below competitors in the same list.

What we did

  • Tracked how each assistant described the brand, not only whether it named it.
  • Isolated the exact phrases and the sources they traced back to.
  • Rebuilt the affected public pages and corrected third-party listings.
  • Re-checked weekly with dated evidence for every change.

The results

Answers containing a caution

9 of 91 of 9

Average recommendation position

#11#4

Recommendation rate

38%81%

See where AI puts your brand today

Every result on this page comes from dated, controlled tracking runs with the evidence attached.

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