Prompt-set design for GEO checks
How to build an evaluation prompt list that mirrors real buyer language.
Design goal
A prompt set should represent how buyers ask—not how marketers wish they asked.
Sources
Question library rows, sales call notes, and competitor “people also ask” style patterns where available.
Structure
Group by product line and journey stage. Cap each group so sampling stays feasible.
Neutral wording
Avoid brand-stuffed prompts that only test vanity. Include category prompts where peers may win.
Versioning
Version the set when products change. Keep a changelog so trend lines remain interpretable.
Delivery
SeerBoldor ships prompt sets as part of diagnosis and keeps them aligned with managed content priorities.