AI Visibility
measured33/100
Emerging · in Software Marketplace
counts brand mentions in AI answers, not source citations
AEO Readiness
fundamentals58/100
Some gaps
Avg Prompt Score
3
across 385 prompts
AI Share of Voice
3%
across 385 prompts
Critical Issues
4
critical + high
How AI Visibility breaks down
in Software Marketplace
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.
Crozdesk is likely to be cited by AI engines for evaluation-stage “best technology review platform” queries because it has a G2 presence with 28 reviews and a 4.3★ rating. The biggest citation risk is conversion-stage queries like "How much does Crozdesk cost?" and SoftwareApplication-style structured extraction: the site appears to publish pricing for listed software, but no clear first-party Crozdesk pricing page was found in live search, and schema signals (SoftwareApplication/FAQPage/aggregate rating) were not discoverable via search.
Based on audit of crozdesk.com · Oct 6, 2026