AI Visibility
measured16/100
Emerging · in Content & Knowledge
counts brand mentions in AI answers, not source citations
AEO Readiness
fundamentals43/100
Some gaps
Avg Prompt Score
5
across 303 prompts
AI Share of Voice
5%
across 303 prompts
Critical Issues
7
critical + high
Shortlist Position
0/80
Not Visible · Content Marketing Discovery
How AI Visibility breaks down
in Content & Knowledge
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 CrowdRiff is visible in
2Your visibility gap
CrowdRiff surfaces in 0/80 Content Marketing discovery prompts. Claim this profile to see which 80 prompts you're missing and how to win them.
Executive summary
CrowdRiff has meaningful B2B citation signals (G2: 24 reviews, 4.7/5) and active first-party content, but it is largely invisible for enterprise/content-marketing software shortlist queries because it lacks the evaluation-stage surfaces AI engines need (notably SoftwareApplication/FAQPage-style structured evaluation content and crawlable pricing). The single highest-ROI fix is to publish crawlable, SSR evaluation pages that directly answer the gap queries (enterprise/SaaS/team strategy + “what is content marketing software/how it works”) with explicit schema and internal linking so AI can cite CrowdRiff for those discovery-to-evaluation transitions.
Based on audit of crowdriff.com · Oct 3, 2026