Fractl. AI Visibility
Page 6 of 45 · Contents
Part I

The Volatility of Phrasing

Rewording the same buyer question changes roughly 50% of the recommended brands in an AI answer.

Take one buyer intent — “we need project tracking” — and phrase it two ways:

  • “Project management platforms for agencies”
  • “What project management tool should my agency use?”

Same need, different words — and about half the brands in the answer change.

~50%
of recommended brands change when the same question is reworded
Phrasing tests coverage: measure your visibility across multiple authentic buyer phrasings, not one “representative” prompt.
Diagram showing one buyer intent phrased two ways producing 50% instant variance in recommended brands
One check is noise: rephrasing the same question changes ~50% of the recommended brands.

Source: Fractl research: “Where AI Recommendations Actually Come From”