Practical articles
Published explanations in this topic. Each guide includes navigation, FAQs and supporting references.
An honest agency report separates completed work, organic search observations and sampled AI-answer evidence. State the exact question cohort, dates, engines, valid observations and limitations before describing a trend.
Compare AI visibility using an unchanged prompt cohort, documented settings and repeated dated observations. Annotate the content release, but avoid claiming that the release caused every later change.
Search Console reports observations from Google Search. AI visibility checks record sampled answers and sources from selected engines. Use both, but do not merge them into a single metric or infer AI impressions from ordinary search impressions.