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

1

Limited Presence

Avg Prompt Score

17

across 393 prompts

AI Share of Voice

17%

across 393 prompts

Category Visibility

#77

in Spend Management · of 124

Critical Issues

3

critical + high

Per-stage performance

🔍Discovery
233 category
Cited23%53/233
Share of voice22%avg
Engine consensus33%of engines
Competitors2.2avg/cited
Sentiment—no data
⚖️Evaluation
4 brand-level
Cited100%4/4
Share of voice100%avg
Engine consensus100%of engines
Competitors5.0avg/cited
Sentiment—no data
🛡️Trust
4 brand-level
Cited100%4/4
Share of voice100%avg
Engine consensus100%of engines
Competitors5.0avg/cited
Sentiment—no data
💰Conversion
4 brand-level
Cited100%4/4
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 Finout is visible in

3
  • Spend Management76 of 124→
  • Cloud Cost Managementnot yet measured→
  • FP&Anot yet measured→

Executive summary

Finout.io is a B2B FinOps/cloud cost management SaaS with strong AI-citation foundations: it has 70 G2 reviews and a Gartner Peer Insights profile (4.7/5 from 23 ratings). The biggest AI citation risk is evaluation-stage extraction from first-party structured content (SoftwareApplication/FAQPage/price schema) rather than third-party reviews—fixing structured data + crawlable evaluation pages should unlock more “Finout vs X” and “Finout pricing” citations.

Based on audit of finout.io · May 31, 2026

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