AI Visibility Scorecard
Notes from the edge of the system
edgeofthesystem.com · Nonprofits
Borderline visible. AI bots can crawl Notes from the edge of the system, 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
#605,991 of 826,531 in Nonprofits for AI visibility
4
AEO Visibility
iNear-invisible · 3.9/10
5
Muse Index Score
iAI agent readiness
Basic · 5/100
0
AI Adoption
iNone detected · 0/100
About Notes from the edge of the system
from our crawl and measurement
Notes from the edge of the system describes itself simply: "Advocacy through storytelling, one post at a time." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 3.9 out of 10.
Our crawl found a sitemap and a readable heading structure. It is missing structured data describing the business and an llms.txt file.
AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic).
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Weak
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Strong
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
Good
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Good
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
Weak
No community discussion yet.
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 3.9/10, Notes from the edge of the system is crawlable but under-signaled - fixable, and the signals above are where to start.
Frequently Asked Questions
If the Government’s Shut Down, Why Is Congress on “Vacation” and Still Getting Paid?
The U.S. Capitol stands in sharp relief against the evening sky during the government shutdown. Congress is on “vacation” while workers go unpaid, airports run partisan videos, and health care hangs in the balance. It’s time to fix the rules.
Is this your brand?
The exact fixes for Notes from the edge of the system
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 Notes from the edge of the system.
Source & Attribution
Scored by Engagemii on August 12, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/edgeofthesystem
Cite this score: Engagemii (2026). "AEO Score for Notes from the edge of the system." Retrieved from https://engagemii.com/aeo/brands/edgeofthesystem
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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