AI Visibility
measured25/100
Emerging · in Vertical SaaS
counts brand mentions in AI answers, not source citations
AEO Readiness
fundamentals43/100
Some gaps
Avg Prompt Score
20
across 183 prompts
AI Share of Voice
20%
across 183 prompts
Critical Issues
4
critical + high
How AI Visibility breaks down
in Vertical SaaS
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.
Liveops is likely to be cited for evaluation-stage queries because it has a G2 profile with 16 reviews and a Gartner Peer Insights product page for “Liveops Workforce Engagement Management (Legacy).” The biggest citation risk is conversion-stage queries like “Liveops pricing” and evaluation comparisons that require first-party, crawlable pricing/comparison content—Liveops appears to describe pricing as customized/variable rather than publishing tiered prices.
Based on audit of liveops.com · Oct 5, 2026