AI Visibility
measured28/100
Emerging · in Marketing
counts brand mentions in AI answers, not source citations
AEO Readiness
fundamentals78/100
Solid fundamentals
Avg Prompt Score
73
across 21 prompts
AI Share of Voice
100%
across 5 prompts
Critical Issues
3
critical + high
How AI Visibility breaks down
in Marketing
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.
Executive summary
Yelp is highly likely to be cited by AI engines for consumer/local discovery queries (e.g., “best [service] near me” and “Yelp reviews”), but it is much less likely to be cited for B2B software evaluation patterns like “best [category] software” or “Yelp pricing” because yelp.com is not a B2B SaaS product category. The single highest-ROI fix is to ensure AI-crawlable, structured “Yelp for Business” pages (pricing/FAQ) are discoverable and consistently described, since direct yelp.com crawling was blocked in this audit.
Based on audit of yelp.com · Aug 30, 2026