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AI Visibility Scorecard
Nathan FriendGitLab
nathanfriend.dev · Technology
Borderline visible. AI bots can crawl Nathan FriendGitLab, but the structured-data signals are thin - you are at real risk of being skipped when buyers ask ChatGPT, Claude, or Perplexity for a recommendation.
Monitoring for AI engine activity
In the Engagemii AEO index
#1,835,658 of 2,623,115 in Technology for AI visibility
4
/10
AEO Score
About Nathan FriendGitLab
from our crawl and measurement
"Remote Software Engineer at Stripe and cellist based out of Ontario. Previously at GitLab. Fascinated with building usable, delightful software." That is how Nathan FriendGitLab introduces itself. To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.0 out of 10.
On the page it is passable on a workable page structure, a partly stated business identity and basic crawler access. What holds it back is credibility markers like credentials or reviews, sitemaps and entity links AI can follow and structured data describing the business.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
1
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
6
Clear headings and answer-style content.
Entity Clarity
5
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
4
Experience, Expertise, Authority, Trust markers.
Technical AEO
6
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
4
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 4/10, Nathan FriendGitLab is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Nathan FriendGitLab
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
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Source & Attribution
Scored by Engagemii on July 11, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/nathanfriend-dev
Cite this score: Engagemii (2026). "AEO Score for Nathan FriendGitLab." Retrieved from https://engagemii.com/aeo/brands/nathanfriend-dev
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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