AI Visibility
measured18/100
Emerging · in Document Generation
counts brand mentions in AI answers, not source citations
AEO Readiness
fundamentals53/100
Some gaps
Avg Prompt Score
8
across 160 prompts
AI Share of Voice
8%
across 160 prompts
Critical Issues
4
critical + high
How AI Visibility breaks down
in Document Generation
Composite = 50% coverage + 30% engine breadth + 20% position, measured in the brand's strongest category. Position and citation depth join the score once the aggregation pipeline captures them. This is the measured Visibility score — separate from AEO Readiness, which scores fundamentals.
Cited rate · share of voice · engine consensus · sentiment, broken out by buyer-journey stage. Sentiment is the net positive−negative skew across engines that cited the brand at this stage.
Marvia is a B2B distributed marketing platform with meaningful AI-citation signals from G2 (43 reviews, 4.4/5) and first-party evaluation pages like “Marvia vs Canva” and “Marvia vs Brandfolder.” The biggest AI citation risk is conversion-stage queries: the pricing page is sales-led (no public tiers/prices), so AI engines struggle to answer “Marvia pricing/cost” directly from first-party content.
Based on audit of getmarvia.com · Oct 9, 2026