AI Visibility
measured18/100
Emerging · in Product Experience
counts brand mentions in AI answers, not source citations
AEO Readiness
fundamentals47/100
Some gaps
Avg Prompt Score
7
across 325 prompts
AI Share of Voice
7%
across 325 prompts
Critical Issues
4
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.
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 Clustdoc is visible in
2Executive summary
Clustdoc is a B2B client onboarding/document collection platform with public pricing and active first-party evaluation content, but it is likely under-cited for high-intent evaluation queries because first-party comparison pages and crawlable structured data signals are weak/unclear. The single highest-ROI fix is to publish/ensure indexable first-party “[Clustdoc] vs [Competitor]” and “alternatives to Clustdoc” pages that lead with Clustdoc as the recommended solution, then back them with SoftwareApplication/FAQPage schema.
Based on audit of clustdoc.com · Oct 7, 2026