AI Visibility
measured21/100
Emerging · in Billing & Invoicing
counts brand mentions in AI answers, not source citations
AEO Readiness
fundamentals1/100
Weak fundamentals
Avg Prompt Score
13
across 164 prompts
AI Share of Voice
13%
across 164 prompts
Critical Issues
2
critical + high
How AI Visibility breaks down
in Billing & Invoicing
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 Upflow is visible in
1Executive summary
Upflow is a strong B2B candidate for AI citation because it has 234 G2 reviews (4.8★) and a publicly crawlable pricing page with tiered plan details. The biggest risk to appearing in evaluation-stage answers is missing/unclear first-party “[Upflow] vs [competitor]” pages for the exact competitor set (Tesorio, Invoiced, Billtrust, Quadient Accounts Receivable, BILL (previously Bill.com))—AI engines then rely on third-party comparisons instead of citing Upflow directly.
Based on audit of upflow.io · Oct 9, 2026