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

3

Limited Presence

Avg Prompt Score

16

across 175 prompts

AI Share of Voice

16%

across 175 prompts

Critical Issues

4

critical + high

Per-stage performance

🔍Discovery
93 category
Cited4%4/93
Share of voice4%avg
Engine consensus33%of engines
Competitors6.5avg/cited
Sentiment—no data
⚖️Evaluation
6 brand-level
Cited100%6/6
Share of voice100%avg
Engine consensus100%of engines
Competitors5.0avg/cited
Sentiment—no data
🛡️Trust
8 brand-level
Cited100%8/8
Share of voice100%avg
Engine consensus100%of engines
Competitors5.0avg/cited
Sentiment—no data
💰Conversion
7 brand-level
Cited100%7/7
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 Firebolt is visible in

1
  • Data Warehousenot yet measured→

Executive summary

Firebolt is a B2B cloud data warehouse vendor with strong AI-citation inputs from G2 (14 reviews, 4.5/5) and a publicly crawlable pricing page with specific compute/storage rates. The biggest risk for AI evaluation shortlists is missing/uncertain structured-data coverage (SoftwareApplication/FAQPage/aggregateRating) and limited review volume on secondary B2B review sites (e.g., TrustRadius shows only 2 reviews). Highest-ROI fix: add/verify SoftwareApplication + FAQPage + AggregateRating structured data across product/pricing pages so AI engines can confidently cite Firebolt for evaluation and pricing queries.

Based on audit of firebolt.io · Jun 9, 2026

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