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AI Visibility Scorecard
Perishable Knowledge
collinwallace.substack.com · Nonprofits
Somewhat visible. AI bots can read Perishable Knowledge, but it is missing the structured signals that push citation rate above competitors.
Monitoring for AI engine activity
In the Engagemii AEO index
#5,440 of 627,678 in Nonprofits for AI visibility
6.7
/10
AEO Score
About Perishable Knowledge
from collinwallace.substack.com
Unlocking competitive advantages for founders, operators and investors through unobvious insights. Join a community of innovators and strategists mastering the art of Knowledge Arbitrage to stay ahead
The 6 signals AI reads
Higher is better · 0-10
Structured Data
1
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
2
Clear headings and answer-style content.
Entity Clarity
4
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
3
Experience, Expertise, Authority, Trust markers.
Technical AEO
5
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
2
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
0
No inbound links found yet.
Domain Trust
8
Established authority for your domain.
Entity Presence
10
Recognized in AI knowledge graphs.
News Mentions
10
Press and news coverage.
Community
10
Forum and community discussion.
0
No Reddit mentions 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 6.7/10, Perishable Knowledge has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Perishable Knowledge
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
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Source & Attribution
Scored by Engagemii on August 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/collinwallace-substack
Cite this score: Engagemii (2026). "AEO Score for Perishable Knowledge." Retrieved from https://engagemii.com/aeo/brands/collinwallace-substack
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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