AI Visibility
measured16/100
Emerging · in Collaboration
counts brand mentions in AI answers, not source citations
AEO Readiness
fundamentals31/100
Weak fundamentals
Avg Prompt Score
9
across 318 prompts
AI Share of Voice
9%
across 318 prompts
Critical Issues
6
critical + high
How AI Visibility breaks down
in Collaboration
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 Mapdiva is visible in
2Executive summary
Mapdiva has a meaningful B2B citation anchor via G2 (23 reviews, 4.3★), but its own site is not reliably crawlable right now (mapdiva.com timed out), which blocks AI engines from citing first-party evaluation content. The highest-ROI fix is to restore reliable SSR crawlability for pricing and comparison/evaluation pages so Mapdiva can be cited for “How does Mapdiva compare to Google Earth Pro?” and “How much does Mapdiva cost?” query patterns.
Based on audit of mapdiva.com · Oct 7, 2026