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AI Visibility Scorecard
Gumroad
codejackal.com · Technology
At 3/10, Gumroad is close to invisible in AI search today. Most assistants will not cite it when asked about your category - fixable, and the signals below show exactly where to start.
AI engines read this profile 1 times
Claude
#2,472,923 of 2,828,978 in Technology for AI visibility
3
/10
AEO Score
About Gumroad
from our crawl and measurement
Gumroad describes itself simply: "Build Production-Ready Systems with Microservices,Spring Boot, Kafka, Docker, AWS and more with Real Enterprise PatternsLearn how senior engineers design and." When AI engines look at it, they find little to work with. It scores 3.0 out of 10.
Our crawl found structured data on the page (Product). It is missing an llms.txt file, a sitemap and a heading structure that lays out what it offers.
AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic).
The 6 signals AI reads
Higher is better · 0-10
Structured Data
4
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
0
Clear headings and answer-style content.
Entity Clarity
4
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
0
Experience, Expertise, Authority, Trust markers.
Technical AEO
3
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
2
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
0
No inbound links found yet.
Domain Trust
0
Little domain authority yet.
Entity Presence
0
Not in AI knowledge graphs yet.
News Mentions
0
No press coverage found yet.
Community
0
No community discussion yet.
0
No Reddit mentions found yet.
What this score means
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 3/10, Gumroad is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Gumroad
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
Tech Shoppers Do More Research Than Anyone. Are You There When They're Looking?
Tech buyers are the most research-intensive shoppers on the internet.
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Source & Attribution
Scored by Engagemii on August 8, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/codejackal
Cite this score: Engagemii (2026). "AEO Score for Gumroad." Retrieved from https://engagemii.com/aeo/brands/codejackal
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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