AI Visibility
measured18/100
Emerging · in Software Marketplace
counts brand mentions in AI answers, not source citations
AEO Readiness
fundamentals52/100
Some gaps
Avg Prompt Score
11
across 142 prompts
AI Share of Voice
11%
across 142 prompts
Critical Issues
5
critical + high
How AI Visibility breaks down
in Software Marketplace
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.
Cargobase is a B2B TMS vendor with strong AI-citation inputs from G2 (175 reviews, 4.4/5). The biggest blocker for evaluation-stage AI answers is missing/unclear first-party comparison and pricing crawlability signals (no indexed first-party “[Brand] vs [Competitor]” pages found; pricing appears to be “case-by-case” rather than publicly tiered).
Based on audit of cargobase.com · Oct 4, 2026