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

1

Limited Presence

Avg Prompt Score

7

across 155 prompts

AI Share of Voice

7%

across 155 prompts

Critical Issues

5

critical + high

Per-stage performance

🔍Discovery
85 category
Cited5%4/85
Share of voice5%avg
Engine consensus—
Competitors0.0avg/cited
Sentiment—no data
⚖️Evaluation
4 brand-level
Cited100%4/4
Share of voice42%avg
Engine consensus42%of engines
Competitors5.0avg/cited
Sentiment—no data
🛡️Trust
4 brand-level
Cited75%3/4
Share of voice42%avg
Engine consensus56%of engines
Competitors5.0avg/cited
Sentiment—no data
💰Conversion
4 brand-level
Cited75%3/4
Share of voice25%avg
Engine consensus33%of engines
Competitors4.7avg/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 Cube is visible in

1
  • Business Intelligencenot yet measured→

Executive summary

Cube.dev is a B2B semantic layer SaaS with strong AI citation inputs from G2 (27 reviews, 4.5★) and active first-party evaluation content (e.g., semantic-layer and competitor-alternative articles). The biggest AI citation risk is conversion-stage query capture—especially “How much does Cube cost?”—if pricing is not consistently crawlable/SSR for AI crawlers and if SoftwareApplication/FAQPage structured data is missing or incomplete.

Based on audit of cube.dev · Jul 14, 2026

Built for The Citation Economy