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.
Store A
AI Commerce Score92
Prompt Visibility11%
Store B
AI Commerce Score61
Prompt Visibility74%
Good AI readiness does not guarantee that buyers will actually encounter your brand.
Illustrative example stores, not specific measured results.
AI Prompt Wall
Fifty prompts, how many hit
Each tile is one buyer prompt in your niche. Lit tiles are prompts where your brand appeared. Dark tiles are missed opportunities, each one a buyer who never saw you.
Best coffee✓
Organic coffee✗
Coffee gifts✗
Espresso beans✗
Dark roast coffee✓
Coffee subscription✗
Light roast coffee✗
Coffee for gift✗
Premium coffee beans✓
Fair trade coffee✗
Coffee near me✗
Best drip coffee✗
Cold brew concentrate✗
Decaf coffee beans✓
Coffee sampler pack✗
Best coffee brand✓
Ethically sourced coffee✗
Small batch coffee✗
Coffee subscription box✗
Whole bean coffee✓
Ground coffee for gift✗
Best specialty coffee✗
Coffee roaster recommendation✗
Single origin coffee✓
Coffee for french press✗
Best espresso machine beans✗
Coffee for pour over✗
Organic dark roast✗
Coffee gift set✓
Coffee for cold brew✗
Best budget coffee✗
Premium coffee subscription✗
Coffee beans online✓
Best tasting coffee✗
Coffee for office✗
Bulk coffee beans✗
Coffee for beginners✓
Best coffee for latte✗
Low acid coffee✗
Coffee roaster near me✗
Best coffee gift box✓
Artisan coffee brand✗
Coffee for cold brew concentrate✗
Best coffee subscription service✗
Coffee beans for espresso✓
Best organic coffee brand✗
Coffee for pour over brewing✗
Best coffee for french press✗
Coffee gift for coworker✗
Best coffee overall✓
13of 50 prompts hit
26%Prompt Visibility
37missed prompts
ExampleA 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.
Prompt Universe
How much of the prompt space you cover
Every word a buyer might use to search your category, in one view. Your brand shows up for some of it. The rest is invisible territory.
coffeeespressogiftorganiccheappremiumfair tradedark roastlight roastsubscriptioncold brewartisanwholesalesamplerroasterblenddecafsingle originbudgetluxurybulkofficelattepour overfrench pressgourmetsmall batchethicalseasonalholidayinstant coffeeground coffeecoffee podsnitro cold brewflavored coffeecoffee gift boxcoffee tasterespresso roastmedium roastcoffee merchtravel coffeecoffee accessoriesbarista qualitycoffee near me
CoveredUncovered
Illustrative example store, not a specific measured result.
Inside a miss
Why AI skipped you
A miss is not random. AI runs through a real chain of decisions before it decides you are not worth mentioning.
BuyerBest running shoes
Searching...
↓
Brand not relevant
↓
Category mismatch
↓
Low confidence
↓
Skipped
Prompt evolution
Where you disappear
A prompt moves through five stages before it becomes a recommendation. Most brands do not lose visibility evenly, they lose it at one specific stage.
1Prompt
2Seen
3Compared
4Selected
5Recommended
You disappeared here. Understanding failed.
Prompt map
Strong here, invisible there
Prompt Visibility is not one number. It is different for every kind of question a buyer asks. Some brands are strong on research questions and invisible the moment someone is ready to buy.
Transactional★★★★★
Commercial★★★★★
Informational★★★★★
Navigational★★★★★
Brand★★★★★
Illustrative example store, not a specific measured result.
The real gap
Why AI never connected you
A recommendation only happens if every link in this chain holds. Most stores never learn which one broke.
1Prompt
2Need
3Store Meaning
4Trust
5Recommendation
Store meaning never matched buyer need.
Try it yourself
The AI Prompt Ranking Simulator
A simplified version of what happens when AI ranks brands against a real buyer prompt.
Illustrative example, not a specific measured result.
Coverage by family
Where you show up
Grouping prompts into families shows the pattern a single percentage hides.
Coffee92%
Espresso88%
Subscription54%
Organic22%
Gift8%
Illustrative example store, not a specific measured result.
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
Measure your Prompt Visibility.
Get a free AI Commerce Score to set the baseline your Prompt Visibility is built on.
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