▼ 1.2 since Jul 2026
#880,096 OF 1,962,639 IN MEDIA & ENTERTAINMENT
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AI Visibility Scorecard
Wasted Utility
wastedutility.com · Media & Entertainment
Borderline visible. AI bots can crawl Wasted Utility, 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
#880,096 of 1,962,639 in Media & Entertainment for AI visibility
5
AEO Visibility
iBorderline · 4.8/10
45
Muse Index Score
iAI agent readiness
Agent-ready · 45/100
0
AI Adoption
iNone detected · 0/100
About Wasted Utility
from our crawl and measurement
"A new nonfiction book by Scott Francis Winder: a ledger of humanity's costliest unrealized ambitions across more than two millennia, and what the same resources could have produced instead." That is how Wasted Utility introduces itself. To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.6 out of 10.
Our crawl found structured data on the page (WebSite, Person, Book), an llms.txt file for AI models and a sitemap.
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
Fair
Experience, Expertise, Authority, Trust markers.
Technical AEO
Strong
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Strong
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 4.8/10, Wasted Utility is crawlable but under-signaled - fixable, and the signals above are where to start.
Frequently Asked Questions
Why This Book?
The Opportunity-Cost Lens Most histories of failure explain what went wrong. This one fills the column they leave blank: what was forgone — the real problems the same money and human effort could have solved instead. No other book on the shelf is working that angle.
What could we build instead?
Every entry here is a lesson somebody already paid for. Together they teach one unglamorous skill — telling the bets worth staying in from the ones you fold before they pull the rest down. The manuscript is in draft. You can read the introduction now; the full proposal, the annotated outline, and further sample chapters are available on request.
Is this your brand?
The exact fixes for Wasted Utility
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 Wasted Utility.
Source & Attribution
Scored by Engagemii on August 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/wastedutility
Cite this score: Engagemii (2026). "AEO Score for Wasted Utility." Retrieved from https://engagemii.com/aeo/brands/wastedutility
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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