AI Visibility
measured16/100
Emerging · in Expense Management
counts brand mentions in AI answers, not source citations
AEO Readiness
fundamentals44/100
Some gaps
Avg Prompt Score
5
across 310 prompts
AI Share of Voice
5%
across 310 prompts
Critical Issues
5
critical + high
How AI Visibility breaks down
in Expense 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 brightfin is visible in
2Executive summary
Brightfin is a B2B IT expense/technology cost optimization platform with meaningful third-party review presence (e.g., 16 G2 reviews on G2). The biggest AI-citation risk is conversion-stage evaluation queries like "[Brand] pricing" and "[Brand] vs [Competitor]" where first-party crawlable pricing and structured evaluation content are likely missing or not reliably accessible to AI crawlers.
Based on audit of brightfin.com · Aug 31, 2026