Sampling, because nothing is published
No AI engine offers rank data, so measurement is empirical: define the commercially meaningful prompt set (money questions, category shortlist requests, comparisons, brand-specific queries), run it on a schedule across engines, and log four things per answer, whether you appear, how accurately you are described, the sentiment, and which sources are cited. Because outputs vary between runs by design, we report trends across samples rather than dressing a single screenshot as a metric.