AI Visibility
measured16/100
Emerging · in Collaboration
counts brand mentions in AI answers, not source citations
AEO Readiness
fundamentals40/100
Some gaps
Avg Prompt Score
2
across 515 prompts
AI Share of Voice
2%
across 515 prompts
Critical Issues
3
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.
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.
Comeen is a B2B workplace experience platform with a meaningful G2 presence (21 reviews, 4.8/5), so it can be cited for evaluation-stage queries. The biggest AI-citation risk is conversion-stage evaluation queries that require crawlable first-party pricing and structured product metadata (SoftwareApplication/FAQPage), plus missing/unclear secondary review coverage (TrustRadius/Capterra) and first-party comparison pages.
Based on audit of comeen.com · Oct 9, 2026