AI Visibility
measured18/100
Emerging · in Transportation Management (TMS)
counts brand mentions in AI answers, not source citations
AEO Readiness
fundamentals59/100
Some gaps
Avg Prompt Score
4
across 303 prompts
AI Share of Voice
4%
across 303 prompts
Critical Issues
3
critical + high
How AI Visibility breaks down
in Transportation Management (TMS)
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 OpenEnvoy is visible in
2Executive summary
OpenEnvoy is a B2B SaaS (autonomous finance/AP automation) with strong AI-citation inputs from G2 (4.6/5 across 18 reviews). The biggest AI citation risk is evaluation-stage coverage: while OpenEnvoy has first-party competitor comparison pages (e.g., “OpenEnvoy vs HighRadius”, “OpenEnvoy vs Kofax Tungsten”), there’s no clear evidence of SoftwareApplication/FAQPage structured data and no verified integration marketplace listings on major ecosystems from the live checks.
Based on audit of openenvoy.com · Sep 2, 2026