AI Visibility Measurement

AI Visibility Measurement covers observing how a brand or topic appears across generative search: representative prompt sets, engine segmentation, citation capture, and volatility, emphasizing reproducibility given probabilistic, personalized outputs. Observing and evaluating performance in AI answer surfaces is the focus here; arranging headings, claims, and sources so a page is easier to cite correctly belongs under AI Citation Structuring.

AI Visibility Measurement