AI Visibility
measured69/100
Frequently Cited · in Product Experience
counts brand mentions in AI answers, not source citations
AEO Readiness
fundamentals6/100
Weak fundamentals
Avg Prompt Score
61
across 775 prompts
AI Share of Voice
61%
across 775 prompts
Critical Issues
6
critical + high
How AI Visibility breaks down
in Product Experience
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.
pen.do is a B2B property management software brand, but AI citation risk is highest for evaluation-stage queries like “pen.do vs competitor” and “pen.do pricing” because first-party comparison coverage is unclear while G2/TrustRadius signals appear thin. The single highest-ROI fix is to publish/expand crawlable first-party evaluation pages (brand-led “pen.do vs X” and “alternatives to pen.do”) plus ensure SoftwareApplication/FAQPage schema so AI engines can reliably extract and cite them.
Based on audit of pen.do · May 7, 2026