01 / The issue
Traditional rank tracking could not show where the brand was understood, cited or omitted by answer engines.
AI-answer visibility research translating citation and entity gaps into practical search actions.

Traditional rank tracking could not show where the brand was understood, cited or omitted by answer engines.
Reviewed commercial prompts, brand/entity signals, supporting evidence and citation readiness.
A retained visibility dashboard supports the observations without making model-wide or permanent visibility claims.
GEO · AEO · Entity SEO