AI Visibility
measured18/100
Emerging · in Office & Productivity
counts brand mentions in AI answers, not source citations
AEO Readiness
fundamentals60/100
Some gaps
Avg Prompt Score
3
across 424 prompts
AI Share of Voice
3%
across 424 prompts
Critical Issues
3
critical + high
How AI Visibility breaks down
in Office & Productivity
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.
Per-stage performance
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.
Categories HeyMarvin is visible in
2Executive summary
HeyMarvin is a B2B AI-native customer/user research repository and is already strongly cited in evaluation-stage queries via G2 (126 reviews, 4.8/5 on G2 category page; 130+ reviews on G2 product pages). The biggest AI-citation risk is conversion-stage evaluation queries that require crawlable first-party evaluation assets (notably SoftwareApplication/FAQPage structured data and first-party comparison pages for key competitors), plus missing/unclear secondary review/analyst coverage (Capterra exists; TrustRadius/Gartner Peer Insights/Magic Quadrant not confirmed).
Based on audit of heymarvin.com · Oct 3, 2026