AI Visibility Scorecard
Wasted Utility
wastedutility.com · Media & Entertainment
At 2.22/10, Wasted Utility is near-invisible in AI search today. Most AI engines will not name it when asked about its category. The weakest signals are Structured Data, Backlinks and Domain Trust. That is fixable, and the signals below show where to start.
AI engines read this profile 4 times
Claude · Apple Intelligence
Top 25% in Media & Entertainment for AI visibility
<1
AI Naming Predictability
iRarely named · <1/100
Media & Entertainment average 17
See what's behind this score →2.22
AEO Visibility
iNear-invisible · 2.22/10
Media & Entertainment average 1.4
See what's behind this score →-
Network Authority
iNot connected yet
0 relationships on record. Businesses in Media & Entertainment average 3. Claim your page and Engagemii is your first.
See what's behind this score →40
Muse Index Score
iAI agent readiness
Agent-ready · 40/100
Media & Entertainment average 15
See what's behind this score →0
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 2.22 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 read this profile 4 times in our tracking, including ClaudeBot (Anthropic) and Applebot (Siri).
- Company ·
- Wasted Utility
- Website ·
- wastedutility.com
- Industry ·
- Media & Entertainment
- Site status ·
- Live (The website showed an active business site when last checked (Nov 1, 2026).)
- Last scored ·
- Nov 9, 2026
The 6 on-page 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.
The 6 off-page signals AI reads
How the web signals your brand to AI
Backlinks
Weak
No inbound links found yet.
Domain Authority
Weak
Little domain authority yet.
Reference Presence
-
Not yet measured.
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 read your site and name it in answers. At 2.22/10, Wasted Utility is near-invisible to AI engines today. That is 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
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Why your brand doesn't show up in ChatGPT answers (and how to fix it)
ChatGPT doesn't crawl the web like Google does. When someone asks Claude about the best project management tools, the model isn't searching your website in real-time. It's pulling from training data that stopped months or years ago.
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Source & Attribution
Scored by Engagemii on November 9, 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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