AI Visibility
measured43/100
Frequently Cited · in Error Tracking
counts brand mentions in AI answers, not source citations
AEO Readiness
fundamentals29/100
Weak fundamentals
Avg Prompt Score
27
across 155 prompts
AI Share of Voice
27%
across 155 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.
GlitchTip is a B2B error tracking / performance monitoring product, but it is unlikely to be strongly cited by AI engines for evaluation queries because it lacks key third-party review/analyst surfaces (no verified G2/Capterra/TrustRadius/Gartner signals found) and has weak AI-discoverability primitives (no evidence of llms.txt; missing XML sitemap per third-party audit). The single highest-ROI fix is to secure/verify core B2B citation anchors (G2 profile with real reviews + SoftwareApplication/FAQ structured data + crawlable comparison/evaluation pages).
Based on audit of glitchtip.com · Sep 29, 2026