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Glossary

Someone Picked the Questions Behind Your AI Visibility Score. Was It You?

By the Searchestra team· · 1 min read·Full guide →

Every AI visibility score answers a hidden question: which prompts were tested? Different questions surface different brands, so whoever picked the prompt set effectively shaped your result. If a vendor chose them behind the curtain and will not show you, your flattering, or alarming, number could be an artifact of the questions, not reality.

The questions decide the answer

A prompt set weighted toward the questions you happen to win makes you look strong; one weighted toward a competitor's strengths makes you look weak. Neither reflects reality if the set is skewed. When you cannot see the prompts, you cannot tell whether the score is a measurement or a manufactured story.

Shown versus hidden prompts

Disclosed prompt setHidden prompt set
You can judge the balanceYou take the number on faith
ReproducibleUnverifiable
Reflects real intentsCould be cherry-picked

Insist on seeing the questions

Searchestra uses a disclosed, brand-neutral prompt set spanning real buyer intents, so your score reflects how buyers actually ask, not a hidden set of questions chosen to shape the result.

Key takeaway.

Whoever picked the prompts shaped your AI visibility score; insist on a disclosed, balanced prompt set so the number reflects reality, not cherry-picked questions.

Frequently asked questions

Why does the prompt set behind my score matter?

Because different questions surface different brands. Whoever chose the prompts shaped your result, so a hidden set could skew it.

What if a vendor won't show me the prompts?

Treat that as a signal. An undisclosed prompt set makes the number unverifiable and possibly cherry-picked.

What should a trustworthy prompt set be?

Disclosed, balanced across real buyer intents, natural in phrasing, and stable, so your score reflects reality.