AI Visibility
measured43/100
Frequently Cited · in AI Sales Assistant
counts brand mentions in AI answers, not source citations
AEO Readiness
fundamentals9/100
Weak fundamentals
Avg Prompt Score
52
across 310 prompts
AI Share of Voice
52%
across 310 prompts
Critical Issues
4
critical + high
How AI Visibility breaks down
in AI Sales Assistant
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.
meddicc.com is a B2B sales enablement / sales performance SaaS (MEDDPICC platform + membership) and already has strong AI-citation inputs from G2 (4.9/5 with 16 reviews). The biggest risk for AI engines is evaluation-stage citation: the site has pricing and FAQs, but there’s no clear evidence of first-party “MEDDICC vs competitor” comparison pages or SoftwareApplication/FAQPage structured data, which limits “alternatives to” and “vs” query inclusion.
Based on audit of meddicc.com · Sep 30, 2026