AI Visibility
measured22/100
Emerging · in Collaboration
counts brand mentions in AI answers, not source citations
AEO Readiness
fundamentals55/100
Some gaps
Avg Prompt Score
6
across 170 prompts
AI Share of Voice
6%
across 170 prompts
Critical Issues
3
critical + high
How AI Visibility breaks down
in Collaboration
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 Muck Rack for Journalists is visible in
1Executive summary
Muck Rack is already strongly cited for evaluation-stage queries via its high-volume G2 presence (≈502 reviews on G2). The biggest risk pattern is conversion-stage and evaluation-stage “pricing/cost” and “vs/alternatives” queries where AI needs crawlable, specific pricing and first-party evaluation pages; your pricing page is publicly crawlable but does not show tiered prices (it routes to “Talk to our team”).
Based on audit of muckrack.com · Aug 30, 2026