AI Visibility
measured63/100
Frequently Cited · in Headless CMS
counts brand mentions in AI answers, not source citations
AEO Readiness
fundamentals27/100
Weak fundamentals
Avg Prompt Score
67
across 295 prompts
AI Share of Voice
67%
across 295 prompts
Critical Issues
3
critical + high
How AI Visibility breaks down
in Headless CMS
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 Contentstack is visible in
1Executive summary
Contentstack is a B2B headless CMS/DXP vendor with strong third-party review visibility (G2 + Gartner Peer Insights + TrustRadius) and active first-party comparison content (e.g., Contentstack vs Contentful / vs AEM). The highest-risk AI citation pattern is evaluation-stage “pricing” and “vs” queries where AI needs crawlable, tiered pricing and machine-readable structured data; the single highest-ROI fix is to publish a publicly crawlable pricing page with explicit tiers/prices and add SoftwareApplication/FAQPage/Product+Offer schema to those evaluation pages.
Based on audit of contentstack.com · May 6, 2026