AI Visibility Scorecard
Guerrilla Data!
informationforhumans.substack.com · Technology
Somewhat visible. AI bots can read Guerrilla Data!, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 5 times
Claude · ChatGPT
#667,357 of 2,707,329 in Technology for AI visibility
5
AEO Visibility
iBorderline · 5.2/10
0
Muse Index Score
iAI agent readiness
Not agent-ready · 0/100
0
AI Adoption
iNone detected · 0/100
About Guerrilla Data!
from informationforhumans.substack.com
For less than the price of two cups of coffee, bringing you monthly jolts of data about politics, business, science, and culture going all weird and wrong. Bonus: regular installations of the expandi
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Weak
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Weak
Clear headings and answer-style content.
Entity Clarity
Fair
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
Weak
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
Strong
Established authority for your domain.
Reference Presence
Strong
Recognized in AI knowledge graphs.
News & Press
Strong
Press and news coverage.
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 5.2/10, Guerrilla Data! has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Guerrilla Data!
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 Guerrilla Data!.
Source & Attribution
Scored by Engagemii on August 2, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/informationforhumans-substack
Cite this score: Engagemii (2026). "AEO Score for Guerrilla Data!." Retrieved from https://engagemii.com/aeo/brands/informationforhumans-substack
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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