AI Visibility
measured22/100
Emerging · in Marketing
counts brand mentions in AI answers, not source citations
AEO Readiness
fundamentals44/100
Some gaps
Avg Prompt Score
7
across 321 prompts
AI Share of Voice
7%
across 321 prompts
Critical Issues
4
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.
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.
Qwoted is likely to be cited for evaluation-stage queries because it has a G2 presence (23 reviews on its G2 seller page) and publicly crawlable pricing with specific tiers (e.g., Basic $149/mo, Pro $149/mo, plus Team custom pricing). The biggest AI-citation risk is conversion-stage and evaluation-stage “shortlist” queries that depend on first-party evaluation assets (SoftwareApplication/FAQPage schema and robust comparison pages) and on crawlability of key pages inside the app domain.
Based on audit of qwoted.com · Oct 2, 2026