AI Visibility
measured46/100
Frequently Cited · in ETL & Data Integration
counts brand mentions in AI answers, not source citations
AEO Readiness
fundamentals44/100
Some gaps
Avg Prompt Score
38
across 16 prompts
Critical Issues
4
critical + high
How AI Visibility breaks down
in ETL & Data Integration
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.
Executive summary
PROS is a B2B software brand (airline retailing/offer management and B2B pricing/CPQ-style capabilities), but AI citation readiness is constrained by weak/unclear review-platform coverage for the PROS entity on G2 and missing/uncertain crawlable evaluation assets (notably pricing and first-party comparison pages). The single highest-ROI fix is to ensure PROS’s B2B product pages (especially pricing + evaluation/compare content) are fully crawlable/SSR and aligned to the exact evaluation query patterns AI uses ("PROS pricing", "PROS vs X", "PROS reviews").
Based on audit of pros.com · Sep 30, 2026