AI Visibility
measured46/100
Frequently Cited · in Transportation Management (TMS)
counts brand mentions in AI answers, not source citations
AEO Readiness
fundamentals8/100
Weak fundamentals
Avg Prompt Score
48
across 475 prompts
AI Share of Voice
48%
across 475 prompts
Critical Issues
5
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 Overhaul is visible in
2Executive summary
Over-haul.com (Overhaul) is a B2B supply-chain risk management SaaS that already has strong AI citation inputs from G2 category pages (e.g., 4.6/5 with 169 reviews on G2’s supply-chain visibility category). The biggest AI citation risk is conversion-stage evaluation queries that require crawlable first-party pricing and structured evaluation content (pricing page crawlability + SoftwareApplication/FAQPage schema), which appear incomplete/uncrawlable from this audit environment.
Based on audit of over-haul.com · Oct 9, 2026