AI Visibility
measured26/100
Emerging · in Shipping & Fulfillment
counts brand mentions in AI answers, not source citations
AEO Readiness
fundamentals49/100
Some gaps
Avg Prompt Score
5
across 332 prompts
AI Share of Voice
5%
across 332 prompts
Critical Issues
3
critical + high
How AI Visibility breaks down
in Shipping & Fulfillment
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 Cahoot is visible in
2Executive summary
Cahoot.ai has strong AI-citation inputs for evaluation-stage queries via G2 (4.9/5 with 48 reviews) and first-party comparison content (e.g., ShipStation vs Cahoot). The single highest-ROI fix is to make pricing and key product pages fully crawlable/SSR (and add missing B2B structured data like SoftwareApplication/FAQPage) so AI engines can cite conversion-stage answers reliably.
Based on audit of cahoot.ai · Jun 8, 2026