[unCited]
ProductCitation IndexAI InfluenceBlogBook
[unCited]/Red Hat Directory Server
ProductCitation IndexAI InfluenceBlogBook
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AEO Score

72

Strong Presence

Avg Prompt Score

12

across 97 prompts

AI Share of Voice

0%

across 81 prompts

Critical Issues

4

critical + high

Per-stage performance

🔍Discovery
85 brand-level
Cited5%4/85
Share of voice5%avg
Engine consensus—
Competitors0.0avg/cited
Sentiment—no data
⚖️Evaluation
4 brand-level
Cited100%4/4
Share of voice100%avg
Engine consensus—
Competitors0.8avg/cited
Sentiment—no data
🛡️Trust
4 brand-level
Cited100%4/4
Share of voice100%avg
Engine consensus—
Competitors0.3avg/cited
Sentiment—no data
💰Conversion
4 brand-level
Cited75%3/4
Share of voice75%avg
Engine consensus—
Competitors1.0avg/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 Red Hat Directory Server is visible in

1
  • Identity Providernot yet measured→

Executive summary

Red Hat is highly likely to be cited by AI engines for evaluation and trust queries because it has strong third-party review presence (e.g., G2 and TrustRadius) and clear, crawlable pricing for at least some products (e.g., OpenShift pricing page). The single highest-ROI fix is to strengthen first-party evaluation surfaces for AI (especially SoftwareApplication/FAQPage structured data and more explicit, brand-led comparison/evaluation blocks) so models can cite redhat.com directly for “Red Hat vs X” and “Red Hat pricing” patterns rather than relying on third-party review sites.

Based on audit of redhat.com · May 6, 2026

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