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AI Visibility Scorecard
acidlemon — Joel Citron · experiments in AI, attribution, and machine intelligence
acidlemon.com · Technology
Borderline visible. AI bots can crawl acidlemon — Joel Citron · experiments in AI, attribution, and machine intelligence, 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 2 times
Apple Intelligence · Meta AI
#1,962,926 of 2,641,196 in Technology for AI visibility
3.8
/10
AEO Score
About acidlemon — Joel Citron · experiments in AI, attribution, and machine intelligence
from our crawl and measurement
acidlemon Joel Citron · experiments in AI, attribution, and machine intelligence is a business whose own site puts it this way: "acidlemon is Joel Citron's lab notebook, writing and experiments at the intersection of AI, machine learning, robotics, and attribution analytics." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 3.8 out of 10.
Our crawl found structured data on the page (Person). It is missing an llms.txt file, a sitemap and a heading structure that lays out what it offers.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
3
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
6
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
3
Experience, Expertise, Authority, Trust markers.
Technical AEO
6
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
7
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
1
Inbound links from other sites.
Domain Authority
0
Little domain authority yet.
Reference Presence
0
Not in AI knowledge graphs yet.
News & Press
0
No press coverage found yet.
Community
0
No community discussion yet.
Social Mentions
0
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 3.8/10, acidlemon — Joel Citron · experiments in AI, attribution, and machine intelligence is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for acidlemon — Joel Citron · experiments in AI, attribution, and machine intelligence
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
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 acidlemon — Joel Citron · experiments in AI, attribution, and machine intelligence.
Source & Attribution
Scored by Engagemii on August 9, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/acidlemon
Cite this score: Engagemii (2026). "AEO Score for acidlemon — Joel Citron · experiments in AI, attribution, and machine intelligence." Retrieved from https://engagemii.com/aeo/brands/acidlemon
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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