Mentions per question
How often you are named, per customer condition.
Products · AIO, GEO & LLMO Audit
We put real customer questions to ChatGPT, Gemini and Google AI, and find out whether you get named and what the answer is drawing on.
How often you are named, per customer condition.
What kind of business AI says you are.
The sources the answers lean on.
Where AI's description and reality diverge.
Who gets named, and how often, on the same questions.
How much the answer varies when repeated.
Answers move. That is why we hold the conditions still.
01
Design the questions
45–50 questions built from your customer conditions.
02
Measure
Repeated runs on each platform.
03
Report
Mention rates, cited sources and the fix order.
Mentions across 20 questions
Before
4 of 20
After
13 of 20
Figures shown belong to a sample business.
Look at the other products
A Google Maps link is enough to begin.
Free · no card · about a minute