AI Visibility Scorecard
20bits by Jesse Farmer
20bits.com · Education
Borderline visible. AI bots can crawl 20bits by Jesse Farmer, 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.
AI engines read this profile 1 times
Claude
#639,431 of 936,544 in Education for AI visibility
4
AEO Visibility
iBorderline · 4.2/10
0
Muse Index Score
iAI agent readiness
Not agent-ready · 0/100
?
AI Adoption
iNone detected · -/100
About 20bits by Jesse Farmer
from our crawl and measurement
20bits by Jesse Farmer is a business whose own site puts it this way: "20bits About Writing Hey, I'm Jesse Farmer, a computer programmer and entrepreneur living in San Francisco, California." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.2 out of 10.
Almost none of the machinery AI engines read is present, including structured data describing the business, an llms.txt file, a sitemap.
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Weak
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Fair
Clear headings and answer-style content.
Entity Clarity
Weak
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
Weak
Experience, Expertise, Authority, Trust markers.
Technical AEO
Fair
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Fair
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
Weak
No inbound links found yet.
Domain Authority
Weak
Little domain authority yet.
Reference Presence
Weak
Not in AI knowledge graphs yet.
News & Press
Weak
No press coverage found yet.
Community
Strong
Forum and community discussion.
Social Mentions
Weak
No social discussion 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 4.2/10, 20bits by Jesse Farmer is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for 20bits by Jesse Farmer
Which AI engines already crawl you
Free AI bot monitoring: see every AI crawler that visits you
How to Get Your Brand Cited by ChatGPT, Gemini, and Claude: The Complete AEO Guide
The search landscape has fundamentally shifted. While Google still dominates, millions of users now ask questions to ChatGPT, Gemini, and Claude instead of typing into a search bar.
Continue reading in your free Engagemii portalFree signup unlocks the full article plus your personalized AEO fix list for 20bits by Jesse Farmer.
Source & Attribution
Scored by Engagemii on September 3, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/20bits
Cite this score: Engagemii (2026). "AEO Score for 20bits by Jesse Farmer." Retrieved from https://engagemii.com/aeo/brands/20bits
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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