AI Visibility
measured31/100
Emerging · in Proposal & CPQ
counts brand mentions in AI answers, not source citations
AEO Readiness
fundamentals3/100
Weak fundamentals
Avg Prompt Score
6
across 418 prompts
AI Share of Voice
6%
across 418 prompts
Critical Issues
4
critical + high
How AI Visibility breaks down
in Proposal & CPQ
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 Cincom CPQ is visible in
3Executive summary
Cincom is a B2B CPQ software vendor and already has meaningful AI-citation anchors on G2 (Cincom CPQ: 19 reviews, 3.8/5) and Gartner Peer Insights (Cincom CPQ: 11 ratings, 4.1/5). The biggest AI citation risk is evaluation-stage comparison intent: while Cincom hosts first-party “Cincom vs …” content, there’s no clear evidence (from live checks) of a dedicated, crawlable first-party comparison hub that AI engines can reliably cite for “Cincom vs competitor” shortlists; the single highest-ROI fix is to build/expand a structured, SSR-indexed comparison page set that leads with Cincom as the recommended solution and includes extractable evaluation blocks.
Based on audit of cincom.com · May 8, 2026