What is Prompt panel?
A prompt panel is the fixed set of realistic customer questions used to measure AI visibility — the questionnaire you re-ask the engines on a schedule so results are comparable over time.
What does a good prompt panel contain?
Four intents, weighted toward the first: unbranded category questions ('best issue tracker for a small team') where visibility is won or lost; head-to-head comparisons ('X vs Y'); use-case questions phrased the way buyers actually ask; and a few branded questions as a floor check — if an engine can't answer 'what is X?', nothing else matters.
Why must the panel stay fixed?
Because the metric is the trend. Change the questions and the numbers move for reasons that have nothing to do with your visibility, which silently corrupts every comparison to last month. Add questions deliberately and version the panel; never swap quietly.
What's the most common panel mistake?
The vanity panel: mostly branded questions, which score beautifully — engines can usually answer 'what is [your name]?' — while measuring nothing contested. A panel earns its keep in the unbranded majority, where a stranger's question either surfaces you or surfaces your competitor. If your panel's numbers look flattering, that's usually a description of the panel, not of your visibility.
Frequently asked questions
What does Prompt panel mean?
A prompt panel is the fixed set of realistic customer questions used to measure AI visibility — the questionnaire you re-ask the engines on a schedule so results are comparable over time.
How many prompts should a panel have?
Twenty to forty covers most small businesses: enough spread across intents to be representative, small enough to re-run frequently without the cost mattering. Bigger panels buy precision mostly for brands competing across many product lines.
Should prompts include my brand name?
A few should — they establish the floor of whether engines know you exist. But most of the panel belongs to unbranded category questions, because that's where a customer who hasn't heard of you either finds you or finds your competitor.
How often should a panel run?
Weekly is the useful default: frequent enough to catch shifts, spaced enough that each run is cheap and the trend line means something. Daily runs add value mainly when you're actively shipping changes and want fast feedback.