[unCited]
ProductCitation IndexAI InfluenceBlogBook
[unCited]/Contentstack
ProductCitation IndexAI InfluenceBlogBook
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AEO Score

27

Limited Presence

Avg Prompt Score

57

across 254 prompts

AI Share of Voice

57%

across 254 prompts

Category Visibility

#7

in Headless CMS · of 43

Critical Issues

3

critical + high

Per-stage performance

🔍Discovery
145 category
Cited61%89/145
Share of voice49%avg
Engine consensus51%of engines
Competitors12.5avg/cited
Sentiment—no data
⚖️Evaluation
4 brand-level
Cited100%4/4
Share of voice100%avg
Engine consensus100%of engines
Competitors5.0avg/cited
Sentiment—no data
🛡️Trust
4 brand-level
Cited100%4/4
Share of voice100%avg
Engine consensus100%of engines
Competitors5.0avg/cited
Sentiment—no data
💰Conversion
4 brand-level
Cited100%4/4
Share of voice100%avg
Engine consensus100%of engines
Competitors5.0avg/cited
Sentiment—no data

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

1
  • Headless CMS7 of 43→

Executive 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

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