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AI Visibility Scorecard
F13LD // Field Notes
f13ld.com · Technology
At 2.5/10, F13LD // Field Notes 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.
Monitoring for AI engine activity
In the Engagemii AEO index
#2,678,579 of 2,828,978 in Technology for AI visibility
2.5
/10
AEO Score
About F13LD // Field Notes
from our crawl and measurement
"Engineering essays from the F13LD project. Computational design, biomimicry, additive manufacturing, and the unsolved problems sitting in plain sight in orthopedic devices." That is how F13LD // Field Notes introduces itself. To AI engines like ChatGPT and Perplexity it is close to invisible, scoring 2.5 out of 10.
The site gets some of it right: it has a sitemap, a readable heading structure. What holds it back is what is absent, including structured data describing the business, an llms.txt file.
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
3
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
1
Experience, Expertise, Authority, Trust markers.
Technical AEO
6
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
3
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 2.5/10, F13LD // Field Notes is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for F13LD // Field Notes
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
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Source & Attribution
Scored by Engagemii on July 31, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/f13ld
Cite this score: Engagemii (2026). "AEO Score for F13LD // Field Notes." Retrieved from https://engagemii.com/aeo/brands/f13ld
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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