AI Visibility
measured16/100
Emerging · in Commerce
counts brand mentions in AI answers, not source citations
AEO Readiness
fundamentals55/100
Some gaps
Avg Prompt Score
8
across 168 prompts
AI Share of Voice
8%
across 168 prompts
Critical Issues
2
critical + high
How AI Visibility breaks down
in Commerce
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 Lnk.Bio is visible in
1Executive summary
lnk.bio is likely to be cited by AI engines for “link in bio” discovery and evaluation queries because it has strong third-party review presence (G2 shows 21 reviews) and clear, crawlable pricing/feature pages. The biggest risk is conversion-stage citation for “pricing/cost” and “what is X vs Y” queries if AI can’t reliably extract structured evaluation content (e.g., FAQ/SoftwareApplication-style product semantics) from first-party pages.
Based on audit of lnk.bio · Sep 2, 2026