AI Visibility
measured81/100
Frequently Cited · in Third-Party Risk Management
counts brand mentions in AI answers, not source citations
AEO Readiness
fundamentals8/100
Weak fundamentals
Avg Prompt Score
20
across 208 prompts
AI Share of Voice
20%
across 208 prompts
Critical Issues
4
critical + high
How AI Visibility breaks down
in Third-Party Risk Management
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 UpGuard is visible in
3Executive summary
UpGuard is highly likely to be cited by AI engines for evaluation-stage queries because it has strong G2 review volume (665 reviews) and first-party comparison pages (e.g., /compare and specific competitor-vs-UpGuard pages). The single highest-ROI fix is to strengthen crawlable structured data for evaluation and pricing (SoftwareApplication + FAQPage + Product/Offer) so AI engines can reliably extract “what it is” and “how much it costs” without relying on third-party citations.
Based on audit of upguard.com · May 7, 2026