AI Visibility
measured34/100
Emerging · in Subscription Management
counts brand mentions in AI answers, not source citations
AEO Readiness
fundamentals2/100
Weak fundamentals
Avg Prompt Score
14
across 325 prompts
AI Share of Voice
14%
across 325 prompts
Critical Issues
5
critical + high
How AI Visibility breaks down
in Subscription Management
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 Memberful is visible in
2Executive summary
Memberful is likely to be cited by AI engines for membership-platform evaluation queries because it has a first-party pricing page and multiple first-party comparison pages (e.g., Memberful vs Ghost, Memberful vs Kajabi, and a /compare hub). The single highest-ROI fix is to strengthen structured data + AI-crawlability signals (SoftwareApplication/FAQPage/aggregateRating and bot access), because current evidence suggests missing/unclear schema and robots.txt/llms.txt discoverability.
Based on audit of memberful.com · Oct 3, 2026