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

66

Strong Presence

Avg Prompt Score

29

across 1575 prompts

AI Share of Voice

28%

across 1557 prompts

Category Visibility

#20

in Cloud Security · of 112

Critical Issues

5

critical + high

Per-stage performance

🔍Discovery
1102 category
Cited40%444/1102
Share of voice32%avg
Engine consensus58%of engines
Competitors17.1avg/cited
Sentiment—no data
⚖️Evaluation
11 brand-level
Cited91%10/11
Share of voice91%avg
Engine consensus100%of engines
Competitors0.9avg/cited
Sentiment—no data
🛡️Trust
7 brand-level
Cited100%7/7
Share of voice100%avg
Engine consensus100%of engines
Competitors2.4avg/cited
Sentiment—no data
💰Conversion
6 brand-level
Cited67%4/6
Share of voice67%avg
Engine consensus100%of engines
Competitors2.5avg/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 Vanta is visible in

5
  • Compliance Automation1 of 131→
  • GRC Platforms3 of 94→
  • Risk, Compliance & GRC5 of 53→
  • Cloud Security21 of 112→
  • Security31 of 107→

Executive summary

Vanta is highly likely to be cited by AI engines for evaluation-stage queries (e.g., “Vanta vs Secureframe/Drata” and “best SOC 2 compliance automation”) because it has strong G2 review volume and first-party comparison pages. The single highest-ROI fix is to improve crawlable pricing + structured evaluation content (SoftwareApplication/FAQPage + pricing schema) so AI can answer “Vanta pricing” and “Vanta vs X” with first-party, tiered details rather than relying on third parties.

Based on audit of vanta.com · Apr 2, 2026

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