AI Visibility
measured26/100
Emerging · in SEO Tools
counts brand mentions in AI answers, not source citations
AEO Readiness
fundamentals1/100
Weak fundamentals
Avg Prompt Score
14
across 168 prompts
AI Share of Voice
14%
across 168 prompts
Critical Issues
5
critical + high
How AI Visibility breaks down
in SEO Tools
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 SEO Checklist is visible in
1Executive summary
seochecklist.dev is a B2B SEO process/work-management tool (not just a blog), and it already has meaningful G2 visibility (13 reviews, 4.5/5). The biggest AI-citation risk is evaluation-stage “brand vs competitor / alternatives” queries: the site appears to lack first-party comparison pages and likely lacks B2B evaluation structured data (SoftwareApplication/FAQPage), forcing AI engines to rely on third-party review snippets instead of first-party evaluation content.
Based on audit of seochecklist.dev · Sep 1, 2026