AI Visibility
measured74/100
Frequently Cited · in Error Tracking
counts brand mentions in AI answers, not source citations
AEO Readiness
fundamentals34/100
Weak fundamentals
Avg Prompt Score
83
across 223 prompts
AI Share of Voice
83%
across 223 prompts
Critical Issues
4
critical + high
How AI Visibility breaks down
in Error Tracking
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.
Rollbar is very likely to be cited by AI engines for evaluation-stage queries like “Rollbar vs Sentry/Datadog” and “Rollbar pricing” because it has a strong G2 presence (172 reviews, 4.5/5) and publicly crawlable pricing with explicit tiers and limits. The single highest-ROI fix is to strengthen structured evaluation surfaces (SoftwareApplication + FAQPage for pricing/integrations/vs queries) and ensure first-party comparison pages are consistently indexed and not framed in a way that risks competitor-vs-competitor association.
Based on audit of rollbar.com · May 6, 2026