AI Visibility
measured44/100
Frequently Cited · in Transportation Management (TMS)
counts brand mentions in AI answers, not source citations
AEO Readiness
fundamentals5/100
Weak fundamentals
Avg Prompt Score
16
across 293 prompts
AI Share of Voice
16%
across 293 prompts
Critical Issues
4
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.
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.
Turvo is a B2B SaaS (collaborative TMS) with meaningful AI-citation inputs from G2 (20 reviews, 4.4/5). The biggest AI visibility risk is evaluation-stage citation: Turvo’s first-party comparison/alternatives and structured-data surfaces (SoftwareApplication/FAQPage) are not clearly discoverable, so AI engines likely rely on third-party review pages instead of citing Turvo directly for “vs/alternatives/pricing” queries.
Based on audit of turvo.com · Oct 2, 2026