AI Visibility Scorecard
"As scarce as truth is, the supply has always been in excess of demand." — Josh Billings
astonisher.com · Media & Entertainment
Borderline visible. AI bots can crawl "As scarce as truth is, the supply has always been in excess of demand." — Josh Billings, 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 8 times
Claude · Amazon Alexa · Meta AI · ChatGPT
#55,228 of 1,966,497 in Media & Entertainment for AI visibility
4
5
AEO Visibility
iBorderline · 4.7/10
5
Muse Index Score
iAI agent readiness
Basic · 5/100
0
AI Adoption
iNone detected · 0/100
About "As scarce as truth is, the supply has always been in excess of demand." — Josh Billings
from our crawl and measurement
"The Plan to end homelessness in Seattle, by Bruce Brown May 1, 2026 Celtic Music ‘Sh’beg Sh’more’, Jack Isadore meets Dr." That is how "As scarce as truth is, the supply has always been in excess of demand." Josh Billings of Sumas, WA introduces itself. To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.7 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 3 times in our tracking, including ClaudeBot (Anthropic), GPTBot (ChatGPT) and Applebot (Siri).
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
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
Strong
Inbound links from other sites.
Domain Authority
Fair
Established authority for your domain.
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 4.7/10, "As scarce as truth is, the supply has always been in excess of demand." — Josh Billings is crawlable but under-signaled - fixable, and the signals above are where to start.
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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 "As scarce as truth is, the supply has always been in excess of demand." — Josh Billings.
Source & Attribution
Scored by Engagemii on July 31, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/astonisher
Cite this score: Engagemii (2026). "AEO Score for "As scarce as truth is, the supply has always been in excess of demand." — Josh Billings." Retrieved from https://engagemii.com/aeo/brands/astonisher
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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