How a leading AI model answers across five very different industries: the current leader, who it names instead, and where the citation gaps are. A directional read, not live multi-engine measurement.
Cursor enjoys exceptionally strong AI visibility, appearing in all 8 audited queries including unprompted 'best-of' and alternative lists, indicating robust presence in model training data. The primary risk is not absence but erosion: nu…
Hims demonstrates strong AI visibility for branded and direct comparison queries, appearing in 7 of 8 tested prompts, reflecting solid brand recognition in the men's health telehealth category. However, it is absent from non-branded educ…
LegalZoom has exceptionally strong AI visibility, appearing in all 8 tested queries including unbranded category searches where it surfaces naturally as a top recommendation. The primary risks are not absence but competitive erosion — sp…
Ramp has limited AI visibility across the tested queries — appearing in 8 of 8 audited prompts. Improving citation authority in independent sources is the highest-priority action.
Vanta has exceptionally strong AI visibility, appearing in all 8 tested queries as a recognized market leader in compliance automation. The primary risks are not absence but erosion: AI responses showed uncertainty around pricing and rel…
Figures are sampled AI-answer visibility (appearance frequency across repeated prompts), generated by New Map's own GEO audit — not a paid ranking.