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AI Visibility Scorecard
memberful.com · computer software
Somewhat visible. AI bots can read Memberful, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 5 times
ChatGPT · Claude · Meta AI
#81,783 of 3,811,043 in Technology for AI visibility
6.4
/10
AEO Score
from memberful.com
Sell subscriptions, share content, and connect with your audience, all on your own website or app.
Higher is better · 0-10
Structured Data
1
No JSON-LD blocks detected on homepage; missing Organization, Product, AggregateRating, and FAQPage schema that would help AI understand business type, offerings, and credibility.
Content Structure
6
Strong H1/H2 hierarchy with clear messaging around ownership and features, and meta description accurately summarizes value proposition, but no FAQ section to provide schema-eligible Q&A content.
Entity Clarity
4
Business name and product clearly stated, but missing founder names, company location, NAP data, and founding year information that AI systems use to validate entity credibility.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
5
Two customer testimonials present (Molly Baz, Rachel, Jesse) with company names, but lacking comprehensive about page, team credentials, awards, media mentions, or detailed case studies with metrics.
Technical AEO
7
Robots.txt and sitemap.xml properly configured with no AI crawler blocks, meta description present and descriptive, but critical llms.txt file is missing—a direct AI agent instruction file that increases discoverability.
AI Discoverability
1
llms.txt file does not exist; no sameAs social links detected in schema; missing structured signals that modern AI systems like Claude, ChatGPT, and Perplexity use to find and cite authoritative sources.
How the web signals your brand to AI
Backlinks
10
Inbound links from other sites.
Domain Trust
5
Established authority for your domain.
Entity Presence
0
Not in AI knowledge graphs yet.
News Mentions
5
Press and news coverage.
Community
5
Forum and community discussion.
1
Reddit mentions and discussion.
Your AEO score measures whether AI search engines - ChatGPT, Claude, Perplexity, Gemini - can actually read your site and cite it in answers. Roughly two-thirds of sites are invisible to them. At 6.4/10, Memberful has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Memberful
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
Tech buyers are the most research-intensive shoppers on the internet.
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Scored by Engagemii on July 15, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/memberful
Cite this score: Engagemii (2026). "AEO Score for Memberful." Retrieved from https://engagemii.com/aeo/brands/memberful
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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