AI Visibility
measured18/100
Emerging · in ETL & Data Integration
counts brand mentions in AI answers, not source citations
AEO Readiness
fundamentals1/100
Weak fundamentals
Avg Prompt Score
14
across 184 prompts
AI Share of Voice
14%
across 184 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.
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.
babelway.com is a B2B iPaaS/EDI & e-invoicing integration platform with strong AI-citation inputs from G2 (4.7/5 across 37 reviews) and visible pricing tiers on a crawlable plans page. The biggest risk for AI engines is evaluation-stage citation for comparison/pricing queries: ensure first-party, brand-led comparison surfaces and strengthen structured data (SoftwareApplication/FAQPage) so models can cite Babelway directly rather than only third-party review pages.
Based on audit of babelway.com · Oct 7, 2026