Methodology
How we measure whether AI recommends you
Here's what we measure and what we record, so you can verify every result.
Real buyer questions
We build the questions your customer would ask in their language and market.
Multiple samples, multiple engines, recorded sources
Each question is asked several times to each engine. We record which businesses appear and the cited sources. When your name appears, we detect it by searching for it literally in the answer, not by asking another AI to judge.
Verified competitors
Competitors come from what AI actually recommends. We check that they do what you do, verify their domain by visiting their site, and crawl it.
A number you can defend
In the site scan, each issue counts once even if it repeats across many pages, so crawling more pages does not sink your score. Anything we could not measure shows as "not measured", never as a pass.
Limits
AI answers change over time and depending on who asks. Structured data helps engines understand you, but it doesn't guarantee citations. We don't promise positions or recommendations.
Frequently asked questions
Can I re-measure after making changes?
Yes. You order another full report and we repeat the same questions on the same engines, so the comparison against your first report is fair. Every report states the date it was measured.