Know where you stand when buyers ask AI.
AI Visibility checks the questions your buyers ask AI and shows, answer by answer, whether the AI remembers, finds, cites, mentions or recommends you, next to your competitors.
48 unbranded buyer questions · ChatGPT
Five signals for every buyer question
Mentions alone don’t tell you much. AI Visibility follows each answer from what the model knows to what it recommends, so you can see where you drop out.
Model memory
How well the model knows you from its training, with web search turned off: high, medium, low or none.
Retrieved
The share of answers where the AI pulled up a source that belongs to you.
Cited
The share of answers that cite evidence for you, from your own site or a third party.
Mentioned
The share of answers that name your brand at all.
Recommended
The share of answers where the AI picks you, not just lists you as an option.
Recommendation share
Your portion of all recommendations among the brands in your comparison set. It shows who wins when AI picks.
Recommendation rate
How often you’re recommended across all your tracked questions. It shows how much of the market you’re reaching.
How it works
Maps your buyers’ questions
Your offerings, audiences and positioning are read from your site, then turned into the questions buyers ask. Your brand name never appears in them.
Asks AI, again and again
Each question runs repeatedly across the AI systems and markets you choose, so one lucky answer doesn’t skew the result.
Scores every answer
Each answer is scored on the five signals, with the sources and citations captured whenever they appear.
Compares you with competitors
A locked comparison set shows who appears instead of you, for which questions, and the evidence behind it.
The AI systems your buyers use
Paid plans track every system below, across the markets you sell in. The free report starts with ChatGPT.
Start with the free AI Visibility Report
- Your website and a work email are all it needs
- Nothing to install, and no access to your systems
- Unbranded buyer questions for each of your offerings
- Your top competitors for each positioning, and why they surfaced
- Delivered by email in 10–15 minutes
From visibility data to the next move
Every gap AI Visibility finds feeds straight into the rest of Lumenario.
Decide what to fix first
Questions where you drop out become ranked opportunities, with the reasons shown.
Opportunity MappingCorrect the record
Fix a wrong fact once in your approved record, and every page uses it.
Brand Knowledge HubPublish the missing answers
Approved, checked pages for the questions you’re absent from.
Verified ContentTie it to results
Recommendation share next to Search Console, site visits and leads.
Results & ROI TrackingTeams that use it
Problems it helps solve
Questions about AI Visibility
Which AI systems do you check?
The free report checks ChatGPT. Paid plans add Claude, Gemini, Google AI Overviews and Grok.
Do you use our brand name in the questions?
No. Questions are written from your offerings, audiences and positioning, the way buyers ask before they know who you are.
How is this different from a rank tracker?
A rank tracker shows where your pages sit in search results. AI Visibility shows whether AI answers remember, find, cite, mention or recommend you.
Do we need to install anything?
No. It uses your public website and AI answers. There are no logins, code or access to your systems.