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

71

Strong Presence

Avg Prompt Score

21

across 986 prompts

AI Share of Voice

21%

across 978 prompts

Category Visibility

#1

in Data Warehouse · of 46

Critical Issues

3

critical + high

Per-stage performance

🔍Discovery
686 category
Cited49%339/686
Share of voice26%avg
Engine consensus52%of engines
Competitors42.2avg/cited
Sentiment—no data
⚖️Evaluation
5 brand-level
Cited100%5/5
Share of voice100%avg
Engine consensus100%of engines
Competitors2.2avg/cited
Sentiment—no data
🛡️Trust
3 brand-level
Cited100%3/3
Share of voice100%avg
Engine consensus100%of engines
Competitors4.7avg/cited
Sentiment—no data
💰Conversion
2 brand-level
Cited100%2/2
Share of voice100%avg
Engine consensus100%of engines
Competitors4.0avg/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 Snowflake is visible in

3
  • Data Warehouse1 of 46→
  • AI Infrastructure2 of 165→
  • Data & Analytics2 of 458→

Executive summary

Snowflake is highly likely to be cited by AI engines for evaluation and trust queries because it has strong third-party review authority (G2 733+ reviews at ~4.6★) and active secondary review presence (TrustRadius ~467 reviews, Gartner Peer Insights pages). The single highest-ROI fix is to add/expand first-party, crawlable evaluation content that directly targets the exact comparison and pricing prompts (especially “How does Snowflake compare to Databricks?” and “How much does Snowflake cost?”) with structured, self-contained answer blocks and comparison-page structure that AI can reliably quote.

Based on audit of snowflake.com · Jul 12, 2026

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