AI Visibility
measured40/100
Frequently Cited · in Data & Analytics
counts brand mentions in AI answers, not source citations
AEO Readiness
fundamentals67/100
Solid fundamentals
Avg Prompt Score
33
across 206 prompts
AI Share of Voice
33%
across 206 prompts
Critical Issues
3
critical + high
How AI Visibility breaks down
in Data & Analytics
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 Singular is visible in
1Executive summary
singular.net is a B2B marketing attribution/MMP SaaS with strong AI citation signals from G2 (531+ reviews) and publicly crawlable pricing tiers. The biggest risk for AI evaluation-stage citations is missing/unclear first-party comparison pages and likely incomplete structured data for SoftwareApplication/FAQPage (no clear schema evidence found), which reduces the chance the brand is selected in “vs/alternatives/pricing” answer blocks.
Based on audit of singular.net · Oct 7, 2026