Key Metric · Visibility Layer
Prompt Visibility
When buyers ask AI to recommend something in your category, do you show up at all? Prompt Visibility answers that, prompt by prompt.
Category Key MetricMeasures Appearance rateRelated Recommendation Share
Definition
Prompt Visibility is whether a brand appears when buyers submit purchase intent prompts to AI. A brand can have a high AI Commerce Score yet near zero Prompt Visibility if its positioning does not match the language buyers actually use.
Tested across prompts
Fifty prompts, how many hit
Each square is one buyer prompt in your niche. Lit squares are prompts where your brand appeared. Dark squares are missed opportunities, each one a buyer who never saw you.
12of 50 prompts hit
24%Prompt Visibility
38missed prompts
Example
A pet food brand tests
50 prompts and appears in 6. Its Prompt Visibility is 12 percent. The category leader appears in 38, a rate of 76 percent. That gap is the exact scale of the brand AI visibility problem, measured directly.
Why it matters
Every miss is a lost buyer
Prompt Visibility turns a vague worry into a measured number.
It quantifies the gap▾
Instead of guessing whether AI mentions you, you test a set of real prompts and count. The miss rate is the size of the opportunity, in plain numbers.
Score and visibility can diverge▾
A store can score well structurally yet still rarely appear, because its words do not match buyer phrasing. Prompt Visibility catches that disconnect.
It is the input to Share▾
Recommendation Share builds on this. First you measure whether you appear, then how often and how strongly.
How to improve it
Match the prompt
Visibility rises when your content speaks the way buyers ask.
Test real prompts first▾
Build a set of the actual prompts buyers use in your niche, then measure your appearance rate to get a baseline.
Fix positioning to match▾
Where you miss, the cause is often that your content does not address that intent. Align it. See
Intent Misalignment.
Strengthen the underlying signals▾
Trust and extraction gaps suppress visibility too. A solid
AI Commerce Score is the base visibility builds on.
FAQ
Questions about Prompt Visibility
Is Prompt Visibility the same as Recommendation Share?▾
They are close. Prompt Visibility is whether you appear across a set of prompts. Share focuses on the high intent buying prompts specifically and how often you win them. Visibility is the broader appearance measure.
How many prompts should I test?▾
Enough to be representative of your niche, often a few dozen. The exact set matters less than testing real buyer phrasing consistently over time.
Where do I start?▾
A free AI Commerce Score gives you the signal baseline. From there, prompt testing shows how that translates into actual appearances.
See how often you appear
Get a free AI Commerce Score to set the baseline your Prompt Visibility is built on.
Free. No credit card. Results in 30 seconds.