Essays from Ambianceuse founder Elva Ramirez on AI visibility, brand clarity, recommendation logic, and how brands are interpreted inside AI-generated search.
In AI Visibility, Looking at Averages Is Not Enough
A healthy AI visibility score can conceal weak recommendations, recurring factual errors, and changes in what was measured. The pattern behind the average tells a fuller story.