AI Visibility
measured18/100
Emerging · in Forms & Surveys
counts brand mentions in AI answers, not source citations
AEO Readiness
fundamentals41/100
Some gaps
Avg Prompt Score
76
across 21 prompts
AI Share of Voice
100%
across 13 prompts
Critical Issues
6
critical + high
How AI Visibility breaks down
in Forms & Surveys
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.
Toluna Start is strongly present in AI citation sources for evaluation via G2 (32 reviews, 4.2★), but its own domain is currently hard to crawl for AI (homepage fetch returns 403), which blocks first-party citation for conversion queries like "How much does Toluna Start cost?" and evaluation queries like "How does Toluna Start compare to Qualtrics?". Highest-ROI fix: restore AI crawler access/SSR for tolunastart.com key pages (pricing + comparison + FAQ) so AI engines can cite Toluna Start directly for the exact evaluation and conversion query strings.
Based on audit of tolunastart.com · Aug 30, 2026