AI Visibility
measured26/100
Emerging · in Spend Management
counts brand mentions in AI answers, not source citations
AEO Readiness
fundamentals1/100
Weak fundamentals
Avg Prompt Score
16
across 434 prompts
AI Share of Voice
16%
across 434 prompts
Critical Issues
3
critical + high
How AI Visibility breaks down
in Spend Management
Composite = 50% coverage + 30% engine breadth + 20% position, measured in the brand's strongest category. Position and citation depth join the score once the aggregation pipeline captures them. This is the measured Visibility score — separate from AEO Readiness, which scores fundamentals.
Per-stage performance
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
3Executive 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