AI Visibility Scorecard
abovemiddlingmanagement.substack.com · Education
At 3.37/10, Above Middling Management 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 2 times
Claude · Parallel
Top 1% in Education for AI visibility
53
AI Naming Predictability
iRarely named · 53/100
Education average 14
Top 7% of Education
See what's behind this score →3.37
-
Network Authority
iNot connected yet
0 relationships on record. Businesses in Education average 4. Claim your page and Engagemii is your first.
See what's behind this score →5
0
from our crawl and measurement
Above Middling Management is a business whose own site puts it this way: "A weekly newsletter containing lessons learned or observed in the corporate business world. Click to read Above Middling Management, by James Wildbore, a Substack publication with hundreds." When AI engines look at it, they find little to work with. It scores 3.37 out of 10.
Our crawl found a sitemap. It is missing structured data describing the business, an llms.txt file and a heading structure that lays out what it offers.
AI crawlers have read this profile 2 times in our tracking, including ClaudeBot (Anthropic) and ShapBot (Parallel).
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.
How the web signals your brand to AI
Backlinks
Strong
Inbound links from other sites.
Domain Authority
Strong
Established authority for your domain.
Reference Presence
-
Not yet measured.
News & Press
Strong
Press and news coverage.
Community
Strong
Forum and community discussion.
Social Mentions
Strong
Social discussion and mentions.
Your AEO score measures whether AI search engines (ChatGPT, Claude, Perplexity, Gemini) can read your site and name it in answers. At 3.37/10, Above Middling Management is near-invisible to AI engines today. That is fixable, and the signals above are where to start.
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The exact fixes for Above Middling Management
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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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Scored by Engagemii on November 9, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/abovemiddlingmanagement-substack
Cite this score: Engagemii (2026). "AEO Score for Above Middling Management." Retrieved from https://engagemii.com/aeo/brands/abovemiddlingmanagement-substack
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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