AI Visibility Scorecard
The Shadow and the Light: New Hope for Our Hardest Problem
wardhayeswilson.substack.com · Other
At 3.34/10, The Shadow and the Light: New Hope for Our Hardest Problem 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, Content Structure and E-E-A-T Signals. That is fixable, and the signals below show where to start.
AI engines read this profile 4 times
ChatGPT · Apple Intelligence · Meta AI
61
AI Naming Predictability
iRarely named · 61/100
Average 15
Top 4% of Other
See what's behind this score →3.34
-
Network Authority
iNot connected yet
0 relationships on record. Businesses average 3. Claim your page and Engagemii is your first.
See what's behind this score →0
0
About The Shadow and the Light: New Hope for Our Hardest Problem
from wardhayeswilson.substack.com
Everyone "knows" nuclear weapons are an intractable problem. But a new, breakthrough approach - that puts a passion for realism at its center - changes the game and shows that a different, safer futur
- Company ·
- The Shadow and the Light: New Hope for Our Hardest Problem
- Website ·
- wardhayeswilson.substack.com
- Industry ·
- Other
- Site status ·
- Live (The website showed an active business site when last checked (Aug 26, 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
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.
The 6 off-page signals AI reads
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 read your site and name it in answers. At 3.34/10, The Shadow and the Light: New Hope for Our Hardest Problem is near-invisible to AI engines today. That is fixable, and the signals above are where to start.
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/wardhayeswilson-substack
Cite this score: Engagemii (2026). "AEO Score for The Shadow and the Light: New Hope for Our Hardest Problem." Retrieved from https://engagemii.com/aeo/brands/wardhayeswilson-substack
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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