If you’ve ever run the same prompt twice and gotten different brands back, you’ve met the core challenge of AI visibility: these systems are non-deterministic. The answer is sampled, not looked up.
Single checks lie
A one-off pass or fail tells you what happened on one roll of the dice. It can’t tell you whether you show up 10% of the time or 80% of the time — and that difference is everything.
Measure frequency and trend
The reliable signal is how often you appear across many runs, tracked over time. MentionsFlow runs your prompt set on a schedule across every major engine and reports the frequency, so a noisy signal becomes a clear line on a chart.
Stop asking “did the AI mention us?” Start asking “how often, on which platforms, and is it trending up?”
